├── Regression Model-V4-Template.ipynb
└── regression.csv


/Regression Model-V4-Template.ipynb:
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    1 | {
    2 |  "cells": [
    3 |   {
    4 |    "cell_type": "markdown",
    5 |    "metadata": {},
    6 |    "source": [
    7 |     "### CRISP - DM Method\n",
    8 |     "- Barry - Business Understanding\n",
    9 |     "- Drove - Data Understanding\n",
   10 |     "- Directly to the - Data Prep\n",
   11 |     "- Medical - Modelling\n",
   12 |     "- Emergency  - Evaluation\n",
   13 |     "- Department - mDeployment "
   14 |    ]
   15 |   },
   16 |   {
   17 |    "cell_type": "markdown",
   18 |    "metadata": {},
   19 |    "source": [
   20 |     "# 1.  Business Understanding\n",
   21 |     "- Forecasting transactions\n",
   22 |     "- Likely regression\n",
   23 |     "- Data for 3 years\n",
   24 |     "- Advised data quality is okay"
   25 |    ]
   26 |   },
   27 |   {
   28 |    "cell_type": "markdown",
   29 |    "metadata": {},
   30 |    "source": [
   31 |     "# 2. Data Understanding"
   32 |    ]
   33 |   },
   34 |   {
   35 |    "cell_type": "code",
   36 |    "execution_count": 1,
   37 |    "metadata": {},
   38 |    "outputs": [],
   39 |    "source": [
   40 |     "import pandas as pd"
   41 |    ]
   42 |   },
   43 |   {
   44 |    "cell_type": "code",
   45 |    "execution_count": 2,
   46 |    "metadata": {},
   47 |    "outputs": [],
   48 |    "source": [
   49 |     "df = pd.read_csv('regression.csv')"
   50 |    ]
   51 |   },
   52 |   {
   53 |    "cell_type": "code",
   54 |    "execution_count": 3,
   55 |    "metadata": {},
   56 |    "outputs": [
   57 |     {
   58 |      "data": {
   59 |       "text/html": [
   60 |        "<div>\n",
   61 |        "<style scoped>\n",
   62 |        "    .dataframe tbody tr th:only-of-type {\n",
   63 |        "        vertical-align: middle;\n",
   64 |        "    }\n",
   65 |        "\n",
   66 |        "    .dataframe tbody tr th {\n",
   67 |        "        vertical-align: top;\n",
   68 |        "    }\n",
   69 |        "\n",
   70 |        "    .dataframe thead th {\n",
   71 |        "        text-align: right;\n",
   72 |        "    }\n",
   73 |        "</style>\n",
   74 |        "<table border=\"1\" class=\"dataframe\">\n",
   75 |        "  <thead>\n",
   76 |        "    <tr style=\"text-align: right;\">\n",
   77 |        "      <th></th>\n",
   78 |        "      <th>Year</th>\n",
   79 |        "      <th>Month</th>\n",
   80 |        "      <th>Cost Centre</th>\n",
   81 |        "      <th>Account</th>\n",
   82 |        "      <th>Account Description</th>\n",
   83 |        "      <th>Account Type</th>\n",
   84 |        "      <th>Amount</th>\n",
   85 |        "    </tr>\n",
   86 |        "  </thead>\n",
   87 |        "  <tbody>\n",
   88 |        "    <tr>\n",
   89 |        "      <th>0</th>\n",
   90 |        "      <td>2019</td>\n",
   91 |        "      <td>Jan</td>\n",
   92 |        "      <td>CC100</td>\n",
   93 |        "      <td>1000000</td>\n",
   94 |        "      <td>Product Sales</td>\n",
   95 |        "      <td>Revenue</td>\n",
   96 |        "      <td>1344.051</td>\n",
   97 |        "    </tr>\n",
   98 |        "    <tr>\n",
   99 |        "      <th>1</th>\n",
  100 |        "      <td>2019</td>\n",
  101 |        "      <td>Jan</td>\n",
  102 |        "      <td>CC100</td>\n",
  103 |        "      <td>1000001</td>\n",
  104 |        "      <td>Licensing Revenue</td>\n",
  105 |        "      <td>Revenue</td>\n",
  106 |        "      <td>480.968</td>\n",
  107 |        "    </tr>\n",
  108 |        "    <tr>\n",
  109 |        "      <th>2</th>\n",
  110 |        "      <td>2019</td>\n",
  111 |        "      <td>Jan</td>\n",
  112 |        "      <td>CC100</td>\n",
  113 |        "      <td>1000002</td>\n",
  114 |        "      <td>Service Revenue</td>\n",
  115 |        "      <td>Revenue</td>\n",
  116 |        "      <td>650.820</td>\n",
  117 |        "    </tr>\n",
  118 |        "    <tr>\n",
  119 |        "      <th>3</th>\n",
  120 |        "      <td>2019</td>\n",
  121 |        "      <td>Jan</td>\n",
  122 |        "      <td>CC100</td>\n",
  123 |        "      <td>1000004</td>\n",
  124 |        "      <td>Fee Revenue</td>\n",
  125 |        "      <td>Revenue</td>\n",
  126 |        "      <td>339.360</td>\n",
  127 |        "    </tr>\n",
  128 |        "    <tr>\n",
  129 |        "      <th>4</th>\n",
  130 |        "      <td>2019</td>\n",
  131 |        "      <td>Jan</td>\n",
  132 |        "      <td>CC100</td>\n",
  133 |        "      <td>2000000</td>\n",
  134 |        "      <td>Cost of Good Sold</td>\n",
  135 |        "      <td>Expense</td>\n",
  136 |        "      <td>1125.328</td>\n",
  137 |        "    </tr>\n",
  138 |        "  </tbody>\n",
  139 |        "</table>\n",
  140 |        "</div>"
  141 |       ],
  142 |       "text/plain": [
  143 |        "   Year Month Cost Centre  Account Account Description Account Type    Amount\n",
  144 |        "0  2019   Jan       CC100  1000000       Product Sales      Revenue  1344.051\n",
  145 |        "1  2019   Jan       CC100  1000001   Licensing Revenue      Revenue   480.968\n",
  146 |        "2  2019   Jan       CC100  1000002     Service Revenue      Revenue   650.820\n",
  147 |        "3  2019   Jan       CC100  1000004         Fee Revenue      Revenue   339.360\n",
  148 |        "4  2019   Jan       CC100  2000000   Cost of Good Sold      Expense  1125.328"
  149 |       ]
  150 |      },
  151 |      "execution_count": 3,
  152 |      "metadata": {},
  153 |      "output_type": "execute_result"
  154 |     }
  155 |    ],
  156 |    "source": [
  157 |     "df.head()"
  158 |    ]
  159 |   },
  160 |   {
  161 |    "cell_type": "code",
  162 |    "execution_count": 4,
  163 |    "metadata": {},
  164 |    "outputs": [
  165 |     {
  166 |      "data": {
  167 |       "text/html": [
  168 |        "<div>\n",
  169 |        "<style scoped>\n",
  170 |        "    .dataframe tbody tr th:only-of-type {\n",
  171 |        "        vertical-align: middle;\n",
  172 |        "    }\n",
  173 |        "\n",
  174 |        "    .dataframe tbody tr th {\n",
  175 |        "        vertical-align: top;\n",
  176 |        "    }\n",
  177 |        "\n",
  178 |        "    .dataframe thead th {\n",
  179 |        "        text-align: right;\n",
  180 |        "    }\n",
  181 |        "</style>\n",
  182 |        "<table border=\"1\" class=\"dataframe\">\n",
  183 |        "  <thead>\n",
  184 |        "    <tr style=\"text-align: right;\">\n",
  185 |        "      <th></th>\n",
  186 |        "      <th>Year</th>\n",
  187 |        "      <th>Month</th>\n",
  188 |        "      <th>Cost Centre</th>\n",
  189 |        "      <th>Account</th>\n",
  190 |        "      <th>Account Description</th>\n",
  191 |        "      <th>Account Type</th>\n",
  192 |        "      <th>Amount</th>\n",
  193 |        "    </tr>\n",
  194 |        "  </thead>\n",
  195 |        "  <tbody>\n",
  196 |        "    <tr>\n",
  197 |        "      <th>4207</th>\n",
  198 |        "      <td>2021</td>\n",
  199 |        "      <td>Dec</td>\n",
  200 |        "      <td>CC302</td>\n",
  201 |        "      <td>2000005</td>\n",
  202 |        "      <td>Purchases</td>\n",
  203 |        "      <td>Expense</td>\n",
  204 |        "      <td>698.121</td>\n",
  205 |        "    </tr>\n",
  206 |        "    <tr>\n",
  207 |        "      <th>4208</th>\n",
  208 |        "      <td>2021</td>\n",
  209 |        "      <td>Dec</td>\n",
  210 |        "      <td>CC302</td>\n",
  211 |        "      <td>3000000</td>\n",
  212 |        "      <td>Cash at Bank</td>\n",
  213 |        "      <td>Asset</td>\n",
  214 |        "      <td>-282.056</td>\n",
  215 |        "    </tr>\n",
  216 |        "    <tr>\n",
  217 |        "      <th>4209</th>\n",
  218 |        "      <td>2021</td>\n",
  219 |        "      <td>Dec</td>\n",
  220 |        "      <td>CC302</td>\n",
  221 |        "      <td>3000001</td>\n",
  222 |        "      <td>Inventory</td>\n",
  223 |        "      <td>Asset</td>\n",
  224 |        "      <td>537.478</td>\n",
  225 |        "    </tr>\n",
  226 |        "    <tr>\n",
  227 |        "      <th>4210</th>\n",
  228 |        "      <td>2021</td>\n",
  229 |        "      <td>Dec</td>\n",
  230 |        "      <td>CC302</td>\n",
  231 |        "      <td>3000002</td>\n",
  232 |        "      <td>Accounts Receivable</td>\n",
  233 |        "      <td>Asset</td>\n",
  234 |        "      <td>1152.680</td>\n",
  235 |        "    </tr>\n",
  236 |        "    <tr>\n",
  237 |        "      <th>4211</th>\n",
  238 |        "      <td>2021</td>\n",
  239 |        "      <td>Dec</td>\n",
  240 |        "      <td>CC302</td>\n",
  241 |        "      <td>4000001</td>\n",
  242 |        "      <td>Accounts Payable</td>\n",
  243 |        "      <td>Liability</td>\n",
  244 |        "      <td>-1020.000</td>\n",
  245 |        "    </tr>\n",
  246 |        "  </tbody>\n",
  247 |        "</table>\n",
  248 |        "</div>"
  249 |       ],
  250 |       "text/plain": [
  251 |        "      Year Month Cost Centre  Account  Account Description Account Type  \\\n",
  252 |        "4207  2021   Dec       CC302  2000005            Purchases      Expense   \n",
  253 |        "4208  2021   Dec       CC302  3000000         Cash at Bank        Asset   \n",
  254 |        "4209  2021   Dec       CC302  3000001            Inventory        Asset   \n",
  255 |        "4210  2021   Dec       CC302  3000002  Accounts Receivable        Asset   \n",
  256 |        "4211  2021   Dec       CC302  4000001     Accounts Payable    Liability   \n",
  257 |        "\n",
  258 |        "        Amount  \n",
  259 |        "4207   698.121  \n",
  260 |        "4208  -282.056  \n",
  261 |        "4209   537.478  \n",
  262 |        "4210  1152.680  \n",
  263 |        "4211 -1020.000  "
  264 |       ]
  265 |      },
  266 |      "execution_count": 4,
  267 |      "metadata": {},
  268 |      "output_type": "execute_result"
  269 |     }
  270 |    ],
  271 |    "source": [
  272 |     "df.tail()"
  273 |    ]
  274 |   },
  275 |   {
  276 |    "cell_type": "code",
  277 |    "execution_count": 5,
  278 |    "metadata": {},
  279 |    "outputs": [
  280 |     {
  281 |      "name": "stdout",
  282 |      "output_type": "stream",
  283 |      "text": [
  284 |       "<class 'pandas.core.frame.DataFrame'>\n",
  285 |       "RangeIndex: 4212 entries, 0 to 4211\n",
  286 |       "Data columns (total 7 columns):\n",
  287 |       " #   Column               Non-Null Count  Dtype  \n",
  288 |       "---  ------               --------------  -----  \n",
  289 |       " 0   Year                 4212 non-null   int64  \n",
  290 |       " 1   Month                4212 non-null   object \n",
  291 |       " 2   Cost Centre          4212 non-null   object \n",
  292 |       " 3   Account              4212 non-null   int64  \n",
  293 |       " 4   Account Description  4212 non-null   object \n",
  294 |       " 5   Account Type         4212 non-null   object \n",
  295 |       " 6   Amount               4212 non-null   float64\n",
  296 |       "dtypes: float64(1), int64(2), object(4)\n",
  297 |       "memory usage: 230.5+ KB\n"
  298 |      ]
  299 |     }
  300 |    ],
  301 |    "source": [
  302 |     "df.info()"
  303 |    ]
  304 |   },
  305 |   {
  306 |    "cell_type": "code",
  307 |    "execution_count": 6,
  308 |    "metadata": {},
  309 |    "outputs": [
  310 |     {
  311 |      "name": "stdout",
  312 |      "output_type": "stream",
  313 |      "text": [
  314 |       "Year 3 [2019 2020 2021]\n",
  315 |       "Month 12 ['Jan' 'Feb' 'Mar' 'Apr' 'May' 'Jun' 'Jul' 'Aug' 'Sep' 'Oct' 'Nov' 'Dec']\n",
  316 |       "Cost Centre 9 ['CC100' 'CC101' 'CC102' 'CC200' 'CC201' 'CC202' 'CC300' 'CC301' 'CC302']\n",
  317 |       "Account 13 [1000000 1000001 1000002 1000004 2000000 2000001 2000002 2000003 2000005\n",
  318 |       " 3000000 3000001 3000002 4000001]\n",
  319 |       "Account Description 13 ['Product Sales' 'Licensing Revenue' 'Service Revenue' 'Fee Revenue'\n",
  320 |       " 'Cost of Good Sold' 'Staff Expenses' 'Technology Expenses'\n",
  321 |       " 'Property Expenses' 'Purchases' 'Cash at Bank' 'Inventory'\n",
  322 |       " 'Accounts Receivable' 'Accounts Payable']\n",
  323 |       "Account Type 4 ['Revenue' 'Expense' 'Asset' 'Liability']\n",
  324 |       "Amount 3956 [1344.051  480.968  650.82  ... -282.056  537.478 1152.68 ]\n"
  325 |      ]
  326 |     }
  327 |    ],
  328 |    "source": [
  329 |     "for col in df.columns:\n",
  330 |     "    print(col, len(df[col].unique()), df[col].unique())"
  331 |    ]
  332 |   },
  333 |   {
  334 |    "cell_type": "code",
  335 |    "execution_count": 7,
  336 |    "metadata": {},
  337 |    "outputs": [
  338 |     {
  339 |      "data": {
  340 |       "text/html": [
  341 |        "<div>\n",
  342 |        "<style scoped>\n",
  343 |        "    .dataframe tbody tr th:only-of-type {\n",
  344 |        "        vertical-align: middle;\n",
  345 |        "    }\n",
  346 |        "\n",
  347 |        "    .dataframe tbody tr th {\n",
  348 |        "        vertical-align: top;\n",
  349 |        "    }\n",
  350 |        "\n",
  351 |        "    .dataframe thead th {\n",
  352 |        "        text-align: right;\n",
  353 |        "    }\n",
  354 |        "</style>\n",
  355 |        "<table border=\"1\" class=\"dataframe\">\n",
  356 |        "  <thead>\n",
  357 |        "    <tr style=\"text-align: right;\">\n",
  358 |        "      <th></th>\n",
  359 |        "      <th>Year</th>\n",
  360 |        "      <th>Account</th>\n",
  361 |        "      <th>Amount</th>\n",
  362 |        "    </tr>\n",
  363 |        "  </thead>\n",
  364 |        "  <tbody>\n",
  365 |        "    <tr>\n",
  366 |        "      <th>count</th>\n",
  367 |        "      <td>4212.000000</td>\n",
  368 |        "      <td>4.212000e+03</td>\n",
  369 |        "      <td>4212.000000</td>\n",
  370 |        "    </tr>\n",
  371 |        "    <tr>\n",
  372 |        "      <th>mean</th>\n",
  373 |        "      <td>2020.000000</td>\n",
  374 |        "      <td>2.076925e+06</td>\n",
  375 |        "      <td>476.470421</td>\n",
  376 |        "    </tr>\n",
  377 |        "    <tr>\n",
  378 |        "      <th>std</th>\n",
  379 |        "      <td>0.816594</td>\n",
  380 |        "      <td>9.167528e+05</td>\n",
  381 |        "      <td>477.296234</td>\n",
  382 |        "    </tr>\n",
  383 |        "    <tr>\n",
  384 |        "      <th>min</th>\n",
  385 |        "      <td>2019.000000</td>\n",
  386 |        "      <td>1.000000e+06</td>\n",
  387 |        "      <td>-1020.000000</td>\n",
  388 |        "    </tr>\n",
  389 |        "    <tr>\n",
  390 |        "      <th>25%</th>\n",
  391 |        "      <td>2019.000000</td>\n",
  392 |        "      <td>1.000004e+06</td>\n",
  393 |        "      <td>268.044500</td>\n",
  394 |        "    </tr>\n",
  395 |        "    <tr>\n",
  396 |        "      <th>50%</th>\n",
  397 |        "      <td>2020.000000</td>\n",
  398 |        "      <td>2.000002e+06</td>\n",
  399 |        "      <td>512.998500</td>\n",
  400 |        "    </tr>\n",
  401 |        "    <tr>\n",
  402 |        "      <th>75%</th>\n",
  403 |        "      <td>2021.000000</td>\n",
  404 |        "      <td>3.000000e+06</td>\n",
  405 |        "      <td>755.960250</td>\n",
  406 |        "    </tr>\n",
  407 |        "    <tr>\n",
  408 |        "      <th>max</th>\n",
  409 |        "      <td>2021.000000</td>\n",
  410 |        "      <td>4.000001e+06</td>\n",
  411 |        "      <td>2378.880000</td>\n",
  412 |        "    </tr>\n",
  413 |        "  </tbody>\n",
  414 |        "</table>\n",
  415 |        "</div>"
  416 |       ],
  417 |       "text/plain": [
  418 |        "              Year       Account       Amount\n",
  419 |        "count  4212.000000  4.212000e+03  4212.000000\n",
  420 |        "mean   2020.000000  2.076925e+06   476.470421\n",
  421 |        "std       0.816594  9.167528e+05   477.296234\n",
  422 |        "min    2019.000000  1.000000e+06 -1020.000000\n",
  423 |        "25%    2019.000000  1.000004e+06   268.044500\n",
  424 |        "50%    2020.000000  2.000002e+06   512.998500\n",
  425 |        "75%    2021.000000  3.000000e+06   755.960250\n",
  426 |        "max    2021.000000  4.000001e+06  2378.880000"
  427 |       ]
  428 |      },
  429 |      "execution_count": 7,
  430 |      "metadata": {},
  431 |      "output_type": "execute_result"
  432 |     }
  433 |    ],
  434 |    "source": [
  435 |     "df.describe()"
  436 |    ]
  437 |   },
  438 |   {
  439 |    "cell_type": "code",
  440 |    "execution_count": 8,
  441 |    "metadata": {},
  442 |    "outputs": [
  443 |     {
  444 |      "data": {
  445 |       "text/plain": [
  446 |        "Year                     int64\n",
  447 |        "Month                   object\n",
  448 |        "Cost Centre             object\n",
  449 |        "Account                  int64\n",
  450 |        "Account Description     object\n",
  451 |        "Account Type            object\n",
  452 |        "Amount                 float64\n",
  453 |        "dtype: object"
  454 |       ]
  455 |      },
  456 |      "execution_count": 8,
  457 |      "metadata": {},
  458 |      "output_type": "execute_result"
  459 |     }
  460 |    ],
  461 |    "source": [
  462 |     "df.dtypes"
  463 |    ]
  464 |   },
  465 |   {
  466 |    "cell_type": "markdown",
  467 |    "metadata": {},
  468 |    "source": [
  469 |     "## Visualize Data"
  470 |    ]
  471 |   },
  472 |   {
  473 |    "cell_type": "code",
  474 |    "execution_count": 9,
  475 |    "metadata": {},
  476 |    "outputs": [
  477 |     {
  478 |      "name": "stderr",
  479 |      "output_type": "stream",
  480 |      "text": [
  481 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n",
  482 |       "  import pandas.util.testing as tm\n"
  483 |      ]
  484 |     }
  485 |    ],
  486 |    "source": [
  487 |     "from matplotlib import pyplot as plt\n",
  488 |     "import seaborn as sns"
  489 |    ]
  490 |   },
  491 |   {
  492 |    "cell_type": "code",
  493 |    "execution_count": 10,
  494 |    "metadata": {},
  495 |    "outputs": [
  496 |     {
  497 |      "data": {
  498 |       "image/png": 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\n",
  499 |       "text/plain": [
  500 |        "<Figure size 1440x432 with 1 Axes>"
  501 |       ]
  502 |      },
  503 |      "metadata": {
  504 |       "needs_background": "light"
  505 |      },
  506 |      "output_type": "display_data"
  507 |     }
  508 |    ],
  509 |    "source": [
  510 |     "plt.figure(figsize=(20,6))\n",
  511 |     "sns.violinplot(x='Account Type', y='Amount', data=df).set_title('Account Type ViolinPlot')\n",
  512 |     "plt.show()"
  513 |    ]
  514 |   },
  515 |   {
  516 |    "cell_type": "code",
  517 |    "execution_count": 11,
  518 |    "metadata": {},
  519 |    "outputs": [
  520 |     {
  521 |      "data": {
  522 |       "image/png": 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\n",
  523 |       "text/plain": [
  524 |        "<Figure size 1440x432 with 1 Axes>"
  525 |       ]
  526 |      },
  527 |      "metadata": {
  528 |       "needs_background": "light"
  529 |      },
  530 |      "output_type": "display_data"
  531 |     }
  532 |    ],
  533 |    "source": [
  534 |     "plt.figure(figsize=(20,6))\n",
  535 |     "sns.violinplot(x='Account', y='Amount', data=df[df['Account Type']=='Liability']).set_title('Liability ViolinPlot')\n",
  536 |     "plt.show()"
  537 |    ]
  538 |   },
  539 |   {
  540 |    "cell_type": "code",
  541 |    "execution_count": 12,
  542 |    "metadata": {},
  543 |    "outputs": [
  544 |     {
  545 |      "data": {
  546 |       "image/png": 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DA4o8zPY/XpgNPQuMjRs3hhNMRDqNiooKACorK0NOIiIiciD9Ni0iIpIEmzdtZECB1+Jj/fMb2KSCSUTaafee3fu9FxER6UhUMEmX5JrvICci0g7RaJQdO3fRv7DlneL6FQZs2qSCSUSOnHNu39S4HTt2hJxGRETkQCqYpEvyfR8iWR8cSMxp8X2/lWeIiLRux44dOOfoU9BywdS3wKeyqlo7P4nIEausrCTWEMOZY9euXQRBy99vREREwqKCSbqkhoaGZgVT5IPjIiKHqaysDIBe+S3/wtd4XKMORORIbdmyJf5BP/Bi3r4Fv0VERDoKFUzSJcVisX2lEhAfwRTJUsEkIkeksTjqlaeCSURSY/PmzQC4/vFp/vsKJxERkQ5CBZN0SdXV1bhI7n7HLDuXmpqakBKJSCYrLy8HoFtuywVTtxy333kiIodr3bp1WMRwA+PfT9auXRtyIhERkf2pYJIuqaKiEj9r/4KJ7DyqqqrCCSQiGa28vJycLMjLavnxbrkqmESkfVavXg3dgEKI5EVYs2ZN2JFERET2o4JJuqTyinJcdt5+x/ysPCoqKkJKJCKZrKqqiuIca9wv4AAF2Q5LnCcicriccyxbvgy/uw8GfnefZcuXhR1LRERkPyqYpMtxLr77isst3O94kFNImdZHEZEjEI1GyctyrT4eMcjJMqLRaBpTiUhnsXXrViorKqFX/HPXy7F2zVrtTCkiIh2KCibpcioqKojW1xPklux3PMgrpqysTNv+ishhi0aj5ERaL5gAcrNQwSQiR2TRokUAuN5u33vnHEuXLg0zloiIyH5UMEmXs23bNgBcXvF+x11eCV4sxu7du8OIJSIZzPd9suzgBVNWBDzPS1MiEelM5s2bRyQ/El+DCaA3WMR49913Q80lIiLSlAom6XLWrVsHQFBQut/xIL90v8dFRNoqEokQ0MoCTAnOQVZWK6uAi4i0IggC5rwzB6+vx75vM9nxaXKz58wONZuIiEhTKpiky1m1ahWWlYPL77bf8aCo177HRUQOh5nhDj6AieAQj4uItGT58uVUlFdA//2PB/0D1q5Zyw6tHykiIh2ECibpclasXIlf2BOs2f/9s/Ow/BJWrlwZTjARyVh5eXlEg4OPYIr6jvz8/DQlEpHOYubMmRABN2D/ltoNch88LiIi0gGoYJIuJRqNsnz5cvyiPi0+Hivqw4IFC3GHGoogItJEYWEh9V7rBZMfQMyPnyci0lbOOV5/43XoA+Q2e7AErLvFHxcREekAVDBJl7J48WK8WAy/+6AWH/e7DWTv3j1s3LgxzclEJJMVFRVRG3OtTpOr8+PlkwomETkcK1euZMvmLQSDW97h1h/ks2jhInbt2pXmZCIiIgdSwSRdyvz588EMv6Rfi4/73QYC8d1aRETaqkePHngB1PktP17REC+YevbsmcZUIpLppk6dikUMN7jl9toNdTjnmDp1apqTiYiIHChlBZOZDTGz6Wa2zMyWmNkVieM9zexVM1uVeN8jcdzM7H4zW21mi8zsI02udXHi/FVmdnGqMkvn98aMmfgl/SGr+TjzOJdXAgXdmfnmm2lOJiKZrLE4qoi2/GO18XiPHj3SlklEMpvnebz8yssE/YIDp8c1KgHraUx5eUpas4mIiLQklSOYPOAa59yxwH8Cl5nZccBPganOuVHA1MTnAOcAoxJvlwJ/gnghBdwCfAw4FbilsZQSORwbNmxg44b1eD2Gt36SGQ2lw3nvvfeorKxMWzYRyWy9esV3odzbSsHUeLzxPBGRQ5k/fz579+wlGN7y9LhG/lCfNavXsGbNmjQlExERaVnKCibn3Dbn3PzEx1XAMmAQcC7wROK0J4CvJj4+Fxjv4mYDpWY2APg88Kpzbo9zbi/wKnB2qnJL5/X6668D4PccftDz/J7DCXxfu7KISJsNGDAAgJ31Lf9Y3VkX2e88EZFDmTx5MpZncIhvG26ogwhMmaJRTCIiEq60rMFkZsOBk4E5QD/n3DaIl1BA38Rpg4BNTZ62OXGsteMibeac48WXJhN0G4DLLTrouUFRbyjozuTJk9OUTkQyXZ8+fYiY7SuSmttZH6FHaXfy8vLSnExEMlF1dTUzZszAH+xD1iFOzgPX3zHl5Sl4npeWfCIiIi1JecFkZsXAU8CVzrmDzTlqaX9nd5Djze9zqZm9a2bv7ty588jCSqe1cOFCtm/bSqz36P2O526YRe6GWfufbEZD79EsWrSITZs2ISJyKDk5OfTt05uy2pZ/EyyrzWLw4CFpTiUimWr69OnEYjHc8Fa2pmwmGB5QUV7B3LlzU5xMRESkdSktmMwsh3i59KRz7unE4bLE1DcS73ckjm8Gmr76HgxsPcjx/TjnHnLOneKcO6VPnz7J/Q+RjPf8889j2bl4PUfsdzxSs5tIze4Dzvd6jwIzXnjhhXRFFJEMN3T4CLbVZbf42Lb6HIYMHZrmRCKSqSZPmYx1M2jrqqMDwPJM0+RERCRUqdxFzoBHgWXOud81eWgS0LgT3MXAc02OX5TYTe4/gYrEFLqXgc+ZWY/E4t6fSxwTaZPdu3czbdo0GnodDVkt//LXnMstxCsdxqTnX6C+vj7FCUWkMxg6dCjbarIImg04qIkZFfWOoSqYRKQNtm7dyuL3F+MP9Vsex9+SCPiDfd58802qq6tTmk9ERKQ1qRzB9AngQuAMM1uQePsC8CvgLDNbBZyV+BzgJWAtsBp4GPgxgHNuD/ALYG7i7fbEMZE2ee655/D9gFj/4w/rebH+J1BTXcUrr7ySomQi0pmMGDGCqO/Y1Wyh7y01kX2Pi4gcytSpUwFww9o2Pa6RG+aIxWLapERERELTtuEcR8A59yat/93lzBbOd8BlrVzrr8Bfk5dOuopoNMrTTz+D12MILr/7YT03KOmHK+rNP//1L770pS8RiaRlTXwRyVDDhw8HYHN1Fn0LPthWfFN1fF0mFUwi0hZTp02F3kDhYT6xJ1iRMW36NM4555xURBMRETko/cYsndqLL75IZWUFsf4fOvwnmxHt/yE2b9rEm2++mfxwItKpNBZIjYVSo83VWRQW5NOvX78wYolIBtm0aRNr16wlGBQc+uTmLD5Nbu7cuVRVVSU/nIiIyCGoYJJOy/M8/vbk3wlK+hGU9D+ia/i9RkBBN8aPn0B8kJ2ISMuKi4vp26c3m5sVTJuqsxkx4ijiSxOKiLTurbfeAsANOrLXHG6QI/AD3nnnnWTGEhERaRMVTNJpvfrqq+zauYOGgSfBkf5iZxGi/U9k5coV2vpXRA5p5NGj2FSTs+9z52BTbQ4jjz46xFQikineevstrNSg6Agv0BMs33j77beTmktERKQtVDBJp+R5Ho89/gSuqDd+98Htu1bvUVheMX997DGNYhKRgxo5ciTbagwvMbtlb9SoaXAcddRR4QYTkQ6vtraW999/H7+ff+QXMfD7+syeM1uvWUREJO1UMEmn9Nprr7F921ai7Rm91CiSRX3/E1m6ZAnz5s1LTkAR6ZSOOuoofAfbauM/XjfXZO07LiJyMIsXLybwA1zfdhZDfaGqsor169cnJZeIiEhbqWCSTsfzPB5/YjyuqBd+j2HJuWbf0VheEX/9q0YxiUjrmi/03bgeU+MOcyIirVm4cGF8/+Xe7buO6xN/nfLee++1P5SIiMhhUMEknc60adPYumUz0YEnt3/0UqNINvX9T2Tx4veZP39+cq4pIp3OkCFDiEQibE2MXNpSk0Vp926UlpaGnExEOrply5ZBKZDdzgsVQSQ/wvLly5MRS0REpM1UMEmn4vs+jz3+eFJHLzXy+o7B8op47LHHknpdEek8cnNzGdi/376CaWttNsOHjwg5lYh0dM45lq1YRlAaHPQ8W2DYgkP88czAL/VZtnxZEhOKiIgcmgom6VSmTZvGls2bk7P2UnOJUUyLFi3SsHMRadWQYcPZVhffSW5bbTZDhg4NOZGIdHS7du2ipqomPoLpIKzcsPJDv75xpY5NGzcRi8WSlFBEROTQVDBJpxEEAePHT4DCHvg9hqfkHl7fMVhuIeMnTEjJ9UUk8w0ePJgdtRFqYkZ1g2Pw4PbtZCkind+mTZsAcCVJWuexJP66aNu2bcm5noiISBuoYJJO46233mLDhvXUD/hw8kcvNYpkE+13AvPefTe+VoKISDMDBw4k6jtWVsSnyQ0aNCjkRCLS0TUWTJQk53qNRdW+64qIiKSBCibpFJxz8VFF+d3we6V2O/BYv2OwnDz+9re/pfQ+IpKZGgulJXvi0+QGDBgQZhwRyQA7duyI7yBXkKQLFja5roiISJqoYJJOYfHixaxYvpxo/xPAUvx/66xcon2O4c0332TLli2pvZeIZJy+ffsCsKYivhVUv379wowjIhlg165dRAoi8ZIpGfIBi19XREQkXVQwSacwceJELCcPr/eotNzP63cczoynnnoqLfcTkczRp08fAFZVZJOXm0NJSZLmvIhIp7Vnzx5cfpLWXwIwiORH2Lt3b/KuKSIicggqmCTjlZWVMWPGDKK9x0BWTlru6XKL8HocxfMvvEBNTU1a7ikimaG4uJjcnPj3ol69emKpWhNORDqNquoqguwguRfNherq6uReU0RE5CBUMEnGe/HFF3HO4fU7Nq33jfU/jmh9PdOmTUvrfUWkYzMzSku7A9CjZ6+Q04hIJqisqoQk/40syA6oqqpK7kVFREQOQgWTZDTf93nhxZfwuw/C5aV3GkpQ1AcKezDp+efTel8R6fhKe/SIvy/tEXISEckE0WgUl53EKXKAy3JEo9GkXlNERORgVDBJRps/fz67du4g1mdM+m9uRrT3GFYsX87atWvTf38R6bC6deueeN8t5CQikgkaGhqS/6o8AtEGFUwiIpI+Kpgko02bNg3LzsXvMTSU+3u9jwIzpk+fHsr9RaRjKi4uBqCoqCjkJCKSCYIgSEnB5Hleki8qIiLSOhVMkrE8z+P1N2YQ6z4EItnhhMgpxC/pzzQVTCLSRGFhIfBB0SQickjJnSEHDm0yICIiaaWCSTLWwoULqamuwus5ItQcXs8RbNq4kfXr14eaQ0Q6jkgk/uO1oKAg5CQikgkilpqX5CqYREQknVQwScaaM2cORLLwuw8KNYdfGp+e984774SaQ0Q6nry8vLAjiEgGyMnJgSDJFw30PUhERNJLBZNkrDlz3sEv7gtZSd7X9zC5vGIoLGXu3Lmh5hCRjqNx1EBWVlbISUQkE+Tm5oKf5Iv6kJergklERNJHBZNkpL1797Ju3Vr8buGOXmoUKxnIewsWEIvFwo4iIh2Ac/HFVDQ9RUTaoqCgAPOS+/3CfCM/Pz+p1xQRETkYFUySkRYvXgyA361/yEni/JL+NESjrFmzJuwoIiIikmGKi4ohyRu+RbyIdrIUEZG0UsEkGWnp0qVgEYKi3mFHASAo7gvAkiVLQk4iIiIimaaoqIiIl+SX5Z42GhARkfRSwSQZaenSZbiinhDJDjsKAC63CMsrYtmyZWFHEZEORFPkRKQtSkpKsFgSv184CKIBJSUlybumiIjIIahgkozjnGPlypV4hR1j9BIAZsQKerJi5cqwk4hIB9K4FpOIyMEUFxdDQxIv6AMBKphERCStVDBJxtm5cyc1NdUEBT3DjrKfoLAnmzZtoqEhma8QRSSTaQSTiLRFSUkJQUMAyeqkYx9cV0REJF1UMEnGaVxIOyjseAVT4Pts2LAh7CgiIiKSQYqLi+MfJGsz2oZm1xUREUkDFUyScdavXw9AUNgj3CDNNI6oWrduXchJRKSj0BQ5EWmLfbu9JatgSlxHBZOIiKSTCibJOOvWrcPyiiA7L+wo+3H53cAiGsEkIvtoipyItEV+fn78Az9JF/SbXVdERCQNVDBJxlm7dh1eXvewYxwokgUF3TWCSUT20QgmEWmLfUWQl6QLJgqmvLyO9cc4ERHp3FQwSUbxfZ9169d1uPWXGnn5paxctTrsGCLSQfh+soYjiIgcBnXbIiISAhVMklG2bt1KrKGhwxZMQWFPdpRtp6amJuwoItIB1NXVhR1BRDLAvjI6Wa/MI82uKyIikgYqmCSjrF4dHx3UkQsm+GCnOxHpmhp/qautrQ05iYhkgvr6+vgHWUm6YETOTlwAACAASURBVOI6KrlFRCSdVDBJRlmyZAkWySIo6Fg7yDUKivoAsHTp0pCTiEiYqqurAaisrAw5iYhkgp07d8Y/KEjSBRPX2b17d5IuKCIicmgqmCSjLF68BL+oT3xB7Q7I5RZiBd1YsmRJ2FFEJER79+wBoKKiIuQkIpIJysrKsFyD7CRdMFEwbd++PUkXFBEROTQVTJIxotEoK1auwCvuE3aUg4oV9mHBwoXaPUqkC9uzZ1fivUYPiMihLV6yGNc9ia8bssFKTCOqRUQkrVQwScaYN28evufhdx8UdpSD8rsPoqK8nJUrV4YdRURCEAQBO3fGC6bt27aFnEZEOrqamhrWrF5D0CdI6nX93j4LFy0kCJJ7XRERkdaoYJKM8dZbb2HZuQQlA8KOclBe6RAgnldEup5du3YR83y65caLplgsFnYkEenAZs6ciXMO1zfJI5/7Qk11De+9915yrysiItIKFUySETzPY+abbxLrNqjDrr+0T04BQUk/3pgxQ9PkRLqgzZs3A3BCzxiBc2zTKCYROYhnnn0G62bQO7nXdYMclmc88+wzyb2wiIhIK1JWMJnZX81sh5ktbnLsVjPbYmYLEm9faPLYz8xstZmtMLPPNzl+duLYajP7aarySsc2a9Ysyvfuxes1MuwobRLrNZJ1a9eyfPnysKOISJqtXr0agE/0bwBg1apVYcYRkQ5s0aJFLFu6DH+ED5bki2eBP9znzZlvsmnTpiRfXERE5ECpHMH0OHB2C8d/75w7KfH2EoCZHQecDxyfeM4fzSzLzLKAB4FzgOOACxLnShfz3HPPYXlF+D2Ghh2lTbxeR2NZOTz33HNhRxGRNFu5ciU98uH4nh5ZERVMItIyz/O457f3YEWGOyo1I57daIfLdvz2d7/VqGoREUm5lBVMzrkZwJ42nn4u8E/nXNQ5tw5YDZyaeFvtnFvrnGsA/pk4V7qQjRs38s7cuUR7jwHLkFmd2bk09BrJq6+9Rnl5edhpRCSNFi9ayIjiBrIjMKw4YPH774cdSUQ6oIkTJ7J+3Xq8D3uQnaKb5IN/vM/8efN59dVXU3QTERGRuDB+Wx9rZosSU+h6JI4NApqO3d2cONba8QOY2aVm9q6Zvbtz585U5JaQPProo1gkm1i/Y8KOclhi/U8gFosxYcKEsKOISJps3bqVrdvLOKGnB8BxPRpYsnQJtbW1IScTkY5k7ty5PPTQQ7hBDgam9l5upIPecPdv7tYOtyIiklLpLpj+BIwETgK2Ab9NHG9p1rk7yPEDDzr3kHPuFOfcKX369ElGVukAVqxYwfTp04n2PwFyCsOOc1hcQSmx3qN4+plnKCsrCzuOiKTB3LlzATihV3znuA/1iuH7gXZxEpF9NmzYwE0334Tr5gj+I0j+2kvNGfgf94llx7j+J9eza9euFN9QRES6qrQWTM65Muec75wLgIeJT4GD+MikIU1OHQxsPchx6QKcczz44B+xnHxi/T8UdpwjEhv0EYLA8Ze//CXsKCKSBtOnTaNfoWNAYQDA6FKPwhyYPn16yMlEpCPYsGEDV119FdEgineaBzlpunE+eKd57K3Yy5VXXYlG+4uISCqktWAyswFNPv0a0LjD3CTgfDPLM7MRwCjgHWAuMMrMRphZLvGFwCelM7OE54UXXmDBgveoH/RRyM4NO84RcXnFRAecyGuvvcasWbPCjiMiKbRjxw7eW7CA0/rVY4kRCTkROLVPlBlvvEFdXV24AUUkVCtWrODHl/2YPdV7iJ0eg6I0BygF7xMem7Zu4kf/+yPtLCciIkmXsoLJzP4BzALGmNlmM/s+cLeZvW9mi4DPAFcBOOeWABOBpcAU4LLESCcPGAu8DCwDJibOlU6urKyMB/7wB/xuA/D6ZtbaS83FBp4EhT349d13U11dHXYcEUmRV155BeccnxjQsN/x/xrQQH00yuuvvx5OMBEJ3ezZsxl3+Tiqg2pin45BaUhB+oL3KY9dlbv48WU/ZvHixYd+joiISBulche5C5xzA5xzOc65wc65R51zFzrnPuScO9E59xXn3LYm59/pnBvpnBvjnJvc5PhLzrnRicfuTFVe6Th83+dXv/410QaP6IjT2TcUIFNFsqgb8Un27NnD73//e20TLNIJNTQ08NT//Zvje3r0T0yPazS61GNQsWPiv/6pf/8iXYzv+zz88MNcf/31RPOieJ/2oDjkUD3iJVOlV8nYcWOZOHGivjeJiEhSZMie79KVPPbYY8x7913qh34Ml98t7DhJERT3oWHgybz66qs899xzYccRkSR77bXX2L1nL18aduA0uIjBF4fWsmbtun2LgItI57d7926uuvoqJkyYQDAiwDvDg4KwUyV0A+9MD7+fzx/+8AduuvkmjbIWEZF2U8EkHcpbb73F+PHjifUZjddnTNhxkio26GT80iHcd999LF26NOw4IpIksViMCeOfYGhJwAk9vRbPOa1/Az3z4fHH/qqRAiKdnHOOV155hQsvupCF7y8k+I8Ad4qDrLCTNZMLwWkBwYkBM2fO5MKLLtR6kSIi0i4qmKTDWLduHbf/4g5cUW8ahp+W+VPjmjOjfuSn8HOKuOHGG9mxY0fYiUQkCZ599lm2bN3GN0fWtPptKzsCXxtRw+IlS3njjTfSG1BE0mbnzp385Kc/4Y477qA6txrvTA83vAOXygZujMM/w2dPbA8/+Uk8e2VlZdjJREQkA6lgkg5h586dXHPNtdR7jrpRZ0IkO+xIqZGdT+2oM9lbUcW1112n4egiGa6yspLHH/srJ/T0+HCvlkcvNfrUwAaGlAT8+Y8P0tDQcNBzRSSzeJ7H008/zXcu/A5z5s4h+HCA/xkfMmWmf8/4lLng2IBXXnuFb3/n2/s2LhAREWkrFUwSuurqaq697jp2l5dTO/pzuLySsCOllCvsRe3RZ7J+/QZuuOFG/aIpksEefPBBampq+Nao2kMOuowYfOvoGrZuL2P8+PHpCSgiKffee+/xve9/j3vvvZe6kjq8szzcaAeZNhA7C9wJDv9Mn4pIBXfccQf/++P/ZcWKFWEnExGRDKGCSUIVjUa54YYbWbduPXUjzyQo6h12pLQIug8iOuJ0Fix4jzvvvBPf98OOJCKH6Z133mHy5Ml8cVgdQ0va9m/4Q708/qt/lCef/BurV69OcUIRSaWysjJuueUWrrjiCjbs2ID/cR//dD/8XeLaqxT8M3yCUwKWrVnGpZdeym9+8xv27t0bdjIREengVDBJaBoaGrjxpptYsGAB9Uedjl86OOxIaeX1GUV06KlMnz6dX//61wRBcOgniUiHUFNTw2/u/jUDihxfG1F/WM/9zpg6irMD7vrlncRisRQlFJFUqaqq4k9/+hMXfOsCXp/xOsHxAd7nPRhM5o1aao2BG+Hwzvbwj/Z5/sXnOe/88xg/fjx1dQfulikiIgIqmCQknudx22238c6cOURHfAK/96iwI4XCG3AiDYM+wpQpU/jd736ntQ5EMoBzjnvuuYedO3dyybFV5B7mzlDFOY7/GVPNqtVrePjhh1MTUkSSrqGhgX/9619887xv8o9//IOGgQ14Z3u44zrgDnHJkgPuJIf/OZ+6nnU88sgjnH/B+bzwwgt43sHXnRMRka7nkAWTmU1tyzGRtvI8jzvuuIOZM2cSHfafeH2PCTtSqGKDTqZhwIlMmjSJ+++/XyWTSAc3efJkpk6dytePqmN06ZFNbz2lb4zPDq7nn//8J7Nnz05yQhFJJt/3mTJlCt/69rfi664V1+Cf5eNOdVAYdro0KYHgtPjC5XttL3fffTff/Z/vMmPGDL1uERGRfVrdqsvM8on/2OxtZj34YNBvN2BgGrJJJ+R5Hr/4xS+YPn06DUNOxet/QtiRwmdGbMh/YC7gqaeewjnHFVdcgR1qxWARSbu1a9dy7+9/x3E9PL48vPWpcRNWFABw4ZjWp5J8a1QdKypyufOOX/DIo3+lX79+Sc8rIkfOOceMGTN46OGH2LRxE9bT8D/pQ1f+p9qb+O54W2DTkk3cdNNNjB4zmh/98EeccsopYacTEZGQHWwv+B8CVxIvk+bxQcFUCTyY4lzSCTVOi3vjjTeIDj0Vb8CJYUfqOMxoGPoxwHj66acJgoCrrrpKJZNIB1JVVcWNN/yMfBr43xOqiRzkn+eGqkPPl8nNgnEnVHHL3CxuvulGHvjDg+Tl5SUxsYgcCecc8+bN489/+TMrV6zEuhn+x30YROdZY6k9DBgM3kAP22CsWraKq6++mpNPPpkf/vCHHHfccWEnFBGRkLRaMDnn7gPuM7NxzrkH0phJOqFYLMatt94anxY39GN4Az4UdqSOx4yGoafiDJ599lmCIODqq68mEtFSaSJhC4KAO+74Bdu3bePGj1bSIy85U0IGFgVcelwV9y1ayb333stPfvKTpFxXRI7M4sWLeejhh1jw3gKsyAhOCXDDnFYtbUkksRD4UA9bayxYtoAf/ehHfOITn+AHP/gBI0eODDuhiIik2cFGMAHgnHvAzE4Dhjc93zk3PoW5pBOJRqPcfPPNzJ49O77mkqbFtc6M2JBTgQiTJk0iFotx/fXXk5XVWVcPFckMjz32GLNmzebiMbVHvO5Sa/6jb4wvD6/j+Rdf5JhjjuHcc89N6vVF5NDWrIkvuv/2229j+UZwUoA7qhMv3p1MWeBGObzhHrbKeHvu27z99tt89rOf5Xvf+x6DBg0KO6GIiKTJIQsmM5sAjAQWAI2vqh2ggkkOqb6+nhtuuJF3351LdPgn8PodG3akjs+M2JBTIJLF5MmT8TyPn/3sZ2RnH/Kfq4ikwPTp03niiSf41MAonx0cTck9vjGyno3V2dx77+8ZNmwYJ510UkruIyL727ZtG4888givvfYa5EBwQoAb5drwClkOkAPuOId3tIctN16b/hpTp03lK1/+ChdffDG9evUKO6GIiKRYW358ngIc57RFhBymuro6fvKTn7JgwQKiR30Sr8/osCNlDjNigz8CFuHVV18lFovx85//XCWTSJqtXr2au355J6NKfb57TC2pWhYtYnDZCdXcMjebm2+6kYcefoQBAwak5mYiQnl5ORMmTODpZ54mcAH+aB93jIPcsJN1ArngTnR4ozxsmfHspGeZPGUyF5x/Aeeddx5FRUVhJxQRkRRpy4zyxUD/VAeRzqWmpoZrrrmWBQsXUD/yUyqXjlBs0ElEh36M119/nZtvvpmGhoawI4l0GeXl5fzspz+hMNLAlR+qIifFa7AUZsPVJ1bi1VVzw89+Sl1d6zvQiciRiUajjB8/nm+e903+/X//JjYkhneOhztR5VLSFYD7iMP/nE9d7zoef/xxzjv/PJ566ik8zws7nYiIpEBbXi73Bpaa2ctmNqnxLdXBJHNVVVVx1VVXs3jJEupHfga/99FhR8po3oAPER12Gm+99RY33Hgj0WhqpuiIyAdisRg333Qje3bv4qoPVdI9SYt6H8qAooDLTqhk3bp1/PKXv0SDh0WSwznH1KlTueDbF/DII49Q16MO/3M+7hQHBWGn6+RKwH3c4Z/pU5lXyX333cfF372YOXPmhJ1MRESSrC3zbW5NdQjpPCorK7nyqqtYvWYN9Uefid9zWNiROgWv/3EQifDOnLf4yU9/yq/uuov8/PywY4l0Wg888AALF73Pj0+oZkS35C7qfSgn9vI47+ha/vHGG0yYMIGLLroorfcX6WyWL1/Offffx5LFS7BSw/+UD33DTtUF9QT/kz5sg82LNnPddddx6sdOZdzYcQwbpteLIiKdQVt2kXsjHUEk85WXl3PllVexbv166kedhV86JOxInYrX9xiwCPPnzeC666/n17/6FYWFhWHHEul0pkyZwrPPPssXhtVzWv9YKBm+MDTKhqosHn30EY455hhOPfXUUHKIZLKqqioeeughJk2aBHkQfDTAjXCQorXUpA0MGAhePw9bbcx9by4Xf/diLjj/Ai6++GL98UxEJMMdcoqcmVWZWWXird7MfDOrTEc4yRx79uxh3LjLWbd+A3Uql1LG6zOa+pGfZuHChVx77XXU1taGHUmkU1m1ahX3/OY3HNvD47yR4a2BZAbfO7aWQUUBt992K9u3bw8ti0imcc4xbdo0vv2db/PcpOfwj/bxzvZwR6lc6jCywI1xeJ/38AZ7PPnkk1x08UW88847YScTEZF2OGTB5Jwrcc51S7zlA18H/pD6aJIpdu3axdhx49i4eQu1oz+HXzo47Eidmt/7aOpHfobFSxZz1dVXU11dHXYkkU6htraWn998E0VZMcaeUE1Wihf1PpT8LLjyxCpi9TXc8vObtSiuSBvs2LGD666/jltvvZVyyvHP9HEnOcgJO5m0KB/cqQ7/Uz5l1WVce+213H777VRUVISdTKTLmDdvHv/91a9y7pe/zDe+/nVWr14ddiTJYIf98tk59yxwRgqySAbauXMn48Zdzpat26kd/TmC7gPDjtQl+L2Oov7oM1i2bDlXX30NVVVVYUcSyXj33Xcf27Zt47Ljq9K2qPeh9C8M+MExVSxbvoLHHnss7DgiHdrUqVO56OKLmDtvLsFJAf4ZPvQIO5W0SV/wzvIIjguYOm2qRjOJpNHEiROp27uXoysq2LNrF88++2zYkSSDtWWK3H83eft/ZvYroGO88pZQ7dixg7HjxrG1rIzaMZ8n6DYg7Ehdit9zBPVHn8nylSu46qqrVTKJtMP06dOZPHkyXx5exzE9OtZIoY/1i/HJAVH+9rcJLFiwIOw4Ih1OVVUVt99+O7fddhu1+bV4Z3m4Ue4I/owqocoCd7zDO8Oj3C/n2muv5d5779XuuSIptH79embPns1HneMrGCc4x8tTprBnz56wo0mGasuP3i83efs8UAWcm8pQ0vGVlZUxdtzlbN+xi9rRZxOU9A87Upfk9xxG/dGfZdXq1Vx+xRVUVmp5NJHDVV5ezm/v+Q0ju/t8bUR92HFadNGYWvoWOH71yzupr++YGUXCsHr1ar73/e/x2tTXCI4P8D/tQ3HYqaRdeoB3pkcwKuDpp5/m0h9eytatW8NOJdLpOOf40x//SC5wWuLYJ4FYQwMPP/xwiMkkk7VlDab/afJ2iXPuTufcjnSEk45p+/btjB07jrKdjeVSv7AjdWl+j6HUjfosa9eu4/IrrtS6BSKH6Y9//CM11dVccmw12R10xEN+Nnz/mGq2bi9j/PjxYccR6RBeeeUVfvijH7Kjcgf+Z3zccRq11GlkgTvJ4f+Xz/ot6/n+D77PnDlzwk4l0qlMmjSJWbNnc4ZzFCV2QOiNcRrw4osvMnPmzHADSkZqyxS5wWb2jJntMLMyM3vKzLSKcxe1bds2xo4bx47de6kdczZBSd+wIwnglw6hbtRZrFu3jiuuuJLy8vKwI4lkhPnz5zNlyhS+OKyOwcVB2HEO6rieHqcPiPKPf/ydtWvXhh1HJDRBEPCHP/yBO+64g1j3GN6ZHvQKO5WkxADwzvCoza7l+uuv58knn8Q5rdQh0l6zZs3i97//PaMw/rPZY2cCA824/bbbWLp0aRjxJIO15e88jwGTgIHAIOD5xDHpYrZu3cplY8exc08FtcecQ1Cscqkj8UsHUzv6LNat38C4yy9n7969YUcS6dCcc/zxwT/QpxC+2kGnxjX3rVF15EcC/vKXP4cdRSQUDQ0N3HbbbUycOJHg6AD/kz7kh51KUqoYvM94+IN9/vKXv3Dvvffi+37YqUQy1quvvsqNN9xAf+c4D0ckMXqpUTbGhc5R5HlcdeWVWnBfDktbCqY+zrnHnHNe4u1xoE+Kc0kHs3nzZi4bO5bd5ZXxkUtFvcOOJC0Iug+mdvTn2LhpM+PGXa4F+kQO4o033mDlqtX89/AacrPCTtM2JbmOLw6tY9as2bz//vthxxFJq+rqaq659hqmT59OcGKAO1lT4rqMbHAfcwSjA5555hluvfVWLf4tcphisRh//vOf+cUvfsFgP+Bi58hrVi41Ksb4XhDQPRrl+uuv5x//+IeKXWmTtvxY3mVm3zGzrMTbd4DdqQ4mHcfGjRu5bOw49lTWUDvmHJVLHVzQfSC1oz/Ppi1bGTtuHLt27Qo7kkiHEwQBjz7yMIOKHZ8Y0BB2nMPyuaH1dM+DRx95JOwoImlTXV3NlVddycJFCwlODXBjNE2qyzFwH3YEHw544403uPHGG1UyibTRypUrufSSS/j73//OKcDFOApbKZcadcf4vnMcEwT86U9/4srLL2fTpk3pCSwZqy0F0/eAbwLbgW3A/0scky5g/fr1jB03jvLqWmrGnENQpEUOMkHQbQC1oz/Plm3b42tm7dC6/CJNvfvuu2zYuIlzh9cQOfjrqw4nPwvOGVLL/PfeY82aNWHHEUm5mpoarrnmGlatWoX/cR83TOVSV+ZGO4KPBrzzzjvcdPNNNDRk1h8JRNJp165d3HXXXVxyySWUrV/Pt4BzMbIPUS41ysc4H/hvYMXixVx04YU88MADVFVVpTK2ZLC27CK30Tn3FedcH+dcX+fcV51zG9IRTsK1Zs0axo4dR0VNlJoxX8AV9gw7khyGoFt/akefzbaynVw2dhzbt28PO5JIh/HUU0/RPQ9O7RsLO8oR+fSgBnKy4Jlnngk7ikhK1dfXc+1117JsxTK8//TiK4JKl+eOcgQfCZgzew4/v+XneJ4XdiSRDqWsrIz777+fC84/n1emTOE057g8CDi2jcVSU4ZxMsblznFSEPB///433/zGN3jkkUe0sZAcoC27yI0ws9+Z2dNmNqnxLR3hJDyrVq1i3OVXUBX1qDnmC7jCHmFHSrrcDbOI1O4mUrub/KUvkLthVtiRki4o6UftmLPZsXsPl40dy9atW8OOJBK6srIyZs+ezacH1pGdoeu3FOc4TusX5ZWXp1BbWxt2HJGU8DyPn9/yc5YsWYL/MT++1YxIghvpCE4OePutt7nnnnu0u5wIsHz5cu666y4uOP98nn7qKY5raGCcc5yNUXAE5VJTJRhfxfgxMKy2lgnjx/ONr3+de++9l/Xr1yclv2S+7Dac8yzwKPHd4zr2Hs6SFCtWrODKK6+i1ideLuV3DztSSkRqdmN+fPRCVlXnHd0TFPeldsw57FoxhcvGjuWB++9n8ODBYccSCc3rr7+Oc47TM2ztpeZOH9DAG1sbmDVrFmeeeWbYcUSSyjnHPffcw+xZswk+EoB+bGELDBKDBSKvR3ClDndS1y5V3NGOoD7gpZdeolevXlxyySVhRxJJu9raWqZNm8azzzzDylWryDXjo87xX0BpO0ullvTHuADYgePNWIznnnmGp59+mg+feCLnfvWrnH766eTl5SX9vpIZ2lIw1Tvn7k95EukQli5dylVXX0NdEKF2zBdw+SVhR5IkCIp6UzvmHFg5hcvGjuOB++9j6NChYccSCcX0adMY3i2gf2Fm/81kdKlHaR5Mnz5dBZN0OuPHj+ell14iODbAjezaJUojKzcslvhlcWf8nUNfG3d8vGSaMGECAwYM4Etf+lLYkURSzvM85s6dy8svv8xbM2cSjcXoZxG+BHzYOfJTUCw11xfjv4HPO8d84N3Fi7l90SIKCwr49Gc+w1lnncVJJ51EVlaGbNUrSdGWguk+M7sFeAXYt1WDc25+ylJJKN5//32uufZa6smh9pgv4PKKw44kSRQU9aJmzDmw4oOSafjw4WHHEkmr3bt3s3TZMr4xMvN3HooYnNKnnpmzZxGNRvXXQuk0pk2bxqOPPkowLMAdrwJFDsHAfcRBLdzz23sYNGgQJ598ctipRJIuFosxf/58ZsyYwYzXX6eiqorCSIQPBwEfBoa4AEtDsdRc0f9n777jo6rSP45/zp1JL6RQAwQIVUAIBEIXpBdFZEFgFVDXsijqbwUpilJsYBcBAQGVsiAoYgFZWpBeQhOk995JrzP3/P5I3NVdVEqSO+V5v155zcxlCF/Incu9zz3nOShaAM1Mk2PArsxMVv7wQ97IwvAIWrW+m7vuuos777wTu/1Gyg/Cnd3IT/hOoC/Qmv9MkdP5r4WH2LVrF4MHv0C24U9GjU5o3yCrI4lCoAMjSK/RCfb/wMCBzzB+/IfExMRYHUuIIrN161YA6ka6Z3Pv/1Y30sGK07ns3r2bBg0aWB1HiNu2d+9eXn/9dSgOOk5jwbWScEcGOBs7UQmKF196kalTplK+fHmrUwlx29LS0ti6dSvr1q1j/bp1ZGRm4qcU1bSmDlDFNG94RbjCZqCoDFQG7tWa/cBP167y7cKFeYurhITQ/K67aN68OXFxcfj7+1ucWBSGGykw3Q/EaK3du1mF+F07d+7khReGkG3zz5sW5xtodSRRiHRAOOk1usCBJTz77HNSZBJeZcuWLRTzg+gQp9VRCsQd4bnYjby/lxSYhLu7dOkSw18cjsPPgbOpE2RWhbgZvuBo5iBjVQZDhw1l6pSpBAfLaHzhXrTWnDp1ig0bNrBxwwZ++uknnKZJoGFQwzSpCcRojU8BF5WW5E+37VxA39cHxZ3kjVTJ0ZpDwN7UVFYu+YHFixfjY7dTPy6OJk2a0KRJE8qUKVMgf66w3o0UmHYBYcDFQs4iLCDFJe+kA4qRXqMz7F/CM88+y0fjx0uRSXg80zRJ3LqF2uHZGK5xs++2+duhWjEHW7dsgaeesjqOELcsOzub4S8OJyk1CcfdDpAZn+JWBIOjsYPTa08zesxoxr45Vvq/CJeXlpbG9u3b2bJlC1s2b+b8hQsAlFIGTbVJNaC8aWIrxJFK5wrtO4MvilpALcChTU4ABxwODm7dyubNm/nggw+ILleO+MaNiY+PJzY2VkY3ubEbKTCVAvYrpbbynx5MWmt9X+HFEkVh9+7dUlzyYtr/t0WmiRMmSE8m4dGOHj1KUnIKtcs6rI5SoGpH5DL/yFGuXr1KRESE1XGEuGlaa8a9NY6DBw7mjVzyzMVrRVEpCWasfIqX8AAAIABJREFUyeZNm5k6dSoDBgywOpEQv+FwONi/fz/btm1jy+bN/Lx3L6Zp4qcUlbSmAVAdCNMaT5snbP/VNLrOpuYycAA4fPo033z1FV9++SV2u526derQMD6euLg4qlatimEY1gYXN+xGCkwjf/VcAc2BPoUTRxSV/fv35/dc8pPikhf7d5Fp32Kee+7/mDhxAuXKyVrQwjP90n+pVoRn9F/6Ra2IXDgSQGJiIu3bt7c6jhA3bd68eaxYvgKzlgllrU4jPIGurDGTTebOnUvlypXl2CgspbXmxIkTbNu2jcTERHZs305GZiYKKKMUzbWmKlBOa5fpp1RUiqMoDjQDcrXmBHDY4eDwjp1s2563plhocDD1GzSgQYMGxMXFERUVhVLe9e/kTv60wKS1/lEpFQv8FXgAOAZMLuxgovAcOXKEfzw/iExty2/oLcUlb6b9i+WtLrd/Mc8+939MmjiB0qVLWx1LiAK3ft06okNMIvw9a1WqSqFOQv1gw4YNchEl3M7GjRuZPHkyZjkTfYdnfTaFtXSshlQYO24s5cqVo2bNmlZHEl7k/PnzbNu2je3bt7MtMZGr164BEGkY1DJNYoAYIFCDp41SulU+KKoAVQC0JhU4ChxJS2PHmjWsXr0agFIlShDXsCH169enfv36FC9e3LLM4n/9boFJKVUN6E3eaKUrwBeA0lrffSPfWCk1A7gHuKi1rp2/LSL/+1QEjgMPaK2vqbwS5IdAZyADeFhrvT3/9/QHRuR/29e01p/f5N9R/MrZs2f5v3/8g4xck4waXdB+0vxQgA4MJ6N6R9j/A8/93/8xZfJkwsLCrI4lRIG5du0au/fsoVvF7D9/s5sxFNSPzGbTxg3k5OTg6+trdSQhbsjx48cZNXoUhIFuKCvGiQL2y8pyqxTDXxzO9GnT5UJUFJqkpKT/FJS2buXs+fMABBsGlUyTFuRNCws3PW/aW2EJQVEXqAto0+QyeQWno5cukbB0KUuWLAGgQnQ0cfmjm2JjYwkJCbEwtfijEUz7gbXAvVrrwwBKqX/cxPf+DJgAzPzVtmHASq31WKXUsPzXQ4FOQNX8r0bAx0Cj/ILUSKABoIFtSqlvtdbXbiKHyJeUlMTzgwaRkp5J+h33oP1DrY4kXIgZVJyMau05v/8HhgwZyvjxH0qDPeExEhIS0FrToKRnTY/7RcOSOaw+m8XGjRtp2bKl1XGE+FMpKSkMHTaULDMLR1PHjTVtEOJm+YGjqYOkhCSGDR/GxAkT8fOTDvLi9mVkZLBr1668aW9bt3L02DEA/JWiotbEkjdCqaRpoqSgdNsUihJACfKKBaZpcp78EU4nT/L9qVMsXLgQQymqVa1KXMOGNGjQgNq1a8tnvoj90X/nfyFvBFOCUmopMI+bKLdqrdcopSr+1+b7gFb5zz8HVpNXYLoPmKm11sAmpVSYUqpM/nuXa62vAiillgMdgbk3mkPkycrKYujQYZw7dz5vWlxAuNWRhAsyQ0qRWbkV+w+sZOSoUbz+2mvY7XLWL9ybaZos/OpLYoqZRAc7rY5TKGpHOCgeAAsXfiUFJuHyHA4Hr4x8hfPnz+No6QCZqS8KUzFwNHRwcMNBxr01jpdHvCz9W8RNczgcHDhwgMTERBK3buXnn3/G4XRiV4poDW3JKyhFaV2oq72JPAaKKCCKvAbRDq05DRzRmqMHDzH34EHmzJmDr48PderUoUF+walKlSrSMLyQ/e6Vo9b6a+BrpVQQ0A34B1BKKfUx8LXWetkt/HmltNbn8r//OaVUyfztZYFTv3rf6fxtv7f9fyilngCeAIiOjr6FaJ5La80bb7zBvn37yKraGjNE+uuI3+eMqEh2hSZs3LCBiRMn8txzz1kdSYjbkpiYyMlTpxlQKxNPvaawGdC2bAbzduzkyJEjVK5c2epIQvyuCRMmsH3bdswGJsiMJVEUyoJZ22TF8hXEVIrhoYcesjqRcAMXL15ky5YtbN68mcQtW0jPzAQgSikaa00VIFprfFDItDdr2VFUJK8PTxsgm7x+PEdyczmyYweJ27YBUCw0lPhGjWjUqBENGzYkPFwGXRS0G2nynQ7MAebkT1nrSd7UtlspMP2e630if2+C6nU7QGqtpwJTARo0aCBdIn9l3rx5rF69mpzyDXFGVLI6jnADjlI1MbJS+Oqrr6hZsybt2rWzOpIQt8ThcDB1ymQi/KFRqRyr4xSqVmVzWHQ8iMmTP+att96WO/TCJX3//fcsXLgQs6qJriSna6Lo6Bp5K8t98sknVKpUiWbNmlkdSbgYh8PBnj172LBhA5s2buT4iRMAhBoG1U2TKuSNUgqSxtwuzw9FdaA6gKlJAY4Ah1NS2LByJcuXLwegWtWqNG7ShKZNm1KjRg0Z3VQAbmruS/5UtSn5X7figlKqTP7opTLAxfztp4Hyv3pfOeBs/vZW/7V99S3+2V5p27ZtTJ48GUdEJXLL1LE6jnAjOeXjsWVcYey4ccTExMiICOGWvv76aw4eOswzd6Zh9/BzhmAfTY+YdGZv3sKPP/5Iq1atrI4kxG/s2rWLd999F0qBriPFJVHEFOgGGtJh1OhRTJ0ylUqV5Mart0tNTWXz5s2sX7+ezRs3kpaRgU0pKmjoQF6DYOmj5P5CUdQD6pHXOuEccAg4dPgwsw4dYubMmYQVK0bTZs1o0qQJDRs2JDBQ5m/fiqJurvIt0B8Ym//4za+2D1RKzSOvb1dyfhHqX8AbSqlfxq61B4YXcWa3lZSUxMhRo9EBYWTHtMBj54aIwmEYZFW+G9veb3hpxAg++/RTafot3MrZs2eZ9slU6kQ6iPfQ5t7/rV25bNae8+fDD94nNjZWVoMULuPChQu8NOIlzEATZ2MneHjBV7goOziaOGAVDB02lGmfTCM0VBa98TZJSUmsXbuWH1evZtu2bThNkyDDoJppUh2oojV+Mu3NYxmof/fiaaXzlrA/BBxITmbVD3mr0/n6+BAfH0/LVq1o2rSprEx3EwqtwKSUmkve6KPiSqnT5K0GNxaYr5T6G3CSvOl2AEuAzsBh8n7Gj0DeiCml1KvA1vz3jfml4bf4cx988AEpqSlk1OoGNlm2Wtw87RtIRqWWnN2/hOnTp/P0009bHUmIG5KSksILgwdhOLN5uEa619TXbQY8dkcaYxINhg8bxgcffiirpwjLZWdnM/zF4aRmpuJo7QA5JRFWCgRHYwcXfrzAqFGjePvtt7HZbFanEoUsNTWVH3/8keXLlrFr1y5MrYkwDJqYJncA5UwTQwpKXikQRV2gLuDUJieAfbm5/LRxI+vWr8dus9GgQQPatmtH8+bNZWTTnyi0ApPWus/v/FKb67xXA9e9ctVazwBmFGA0r7B27VpWrVpFTrk4dGCE1XGEGzOLRZFbsgbz58+nVatW1KpVy+pIQvyh7Oxshg8fxrmzZxhWL5WSAabVkYpUpVAnA2ql8dHuvbz66hhGjx4jF0/CMlpr3nrrLQ4fOoyzmRPkJrBwBcXBWc9JYmIiU6dOZcCAAVYnEoUgNzeX9evXs2zZMjZt3ITD6SBSGbTQmlpAaZn6Jv6LDUUMeb22OpkmZ4CfnU72bN3Kps2b8fP1pXmLFnTo0IGGDRvK+dV1yPrjHigrK4t33n0PHRRJbpm6VscRHiCnfDw+yacZO24cn336qRxMhctKT09n1KiR7N69h4G106gR7rA6kiXiS+XyYHYGs9es5c0332TIkCH4+sqwEVH0Fi5cyPLlyzFrmXnrSQvhInSMxrxmMnfuXGrUqMHdd99tdSRRQI4fP87ixYtZ+sMPJKekEGIYNDRN6gJRWopK4sYYKMqT1yi6vWlyEvgpJ4cNCQmsXLmSEpGRdL7nHjp37kyZMmUsTus6pMDkgb7++muuXb1CVs17QDrhi4Jg9yWrfDwnDq9i1apVsqqccEnnzp1j2NAhnDhxgkdrpNO4tHf0Xfo9HaOzyXQovlq2jHPnzvL6629ITyZRpPbs2cNHEz5CR2n0HdLUW7geXU9DMrzx5htUrlyZ6OhoqyOJW+RwOFi/fj1fLljArp9+wgBqAF2BKjL9TdwmA0VFoCLQ2TQ5AGy7coWZn3/OzJkzaRQfT4+ePWnQoIHXr0QnBSYPk5GRwazZc3AWK4cZUtrqOMKDOCMqoYMimT5jBnfffTd2uxw+hOvYvXs3L704nNyMVIbEplI70jtHLv23+2OyKB3oZOren3ni8ccYO+4tYmJirI4lvEBSUhIjXh6BDtCYDU3plStckwHOxk5yVubw0oiX+GTqJ7KgiZvJyMjg22+/5cv5C7h4+RJhhkE7oD4QLAceUQjsKGoBtYAkNNu0JjF/Cl10uXL07NWLjh07em0PTO8ur3mgb775hrTUFHLKxVkdRXgapciOqs/ZM2dISEiwOo0QQF6/pY8//phnnnkGf0cyIxskSXHpvzQpncuI+slkJV/kiccfZ86cOTgc8m8kCo/WmjfHvsm1a9dwNJam3sLFBYKjoYMTx08wYcIEq9OIG5SUlMS0adPo0b07kyZNIvDyZfoA/zBN7kJJcUkUiTAUbVAMMk3+AjjPnOHdd9/lgR49mDNnDunp6VZHLHJSYPIgWmuWLPkBM6QUZnAJq+MID+QMjwb/EJYuXWp1FCHYsWMHD/fvx9y5c2lROpPRDZKJCvKuht43qnIxJ682TKJuWDpTpkzhySce58CBA1bHEh5q4cKFbNywEWcdJ4RbnUaIG1AazOom3377LT/++KPVacQfSElJYcqUKTzQsyezZs4kOiODJ4G/ATVRMhVOWMKOIhbFk1rzCBCRnLef9uzRg9mzZ5ORkWF1xCIjc1w8yJEjRzhx4ji5FZtaHUV4KqXIiahMYmIiV65cITIy0upEwgtdvXqVadOm8f3331MyEIbXT6VWhIzI+TPhfprn6qaz9WIOnx88wpNPPkmvXr3o27cvwcHBVscTHuLkyZNMnDQRXVqjq0jfJeE+dG0Nl2DcW+O48847iYiQVZhdSWZmJvPnz+efc+aQlZVFbaAVUFIKSsKFqF+tQncGWJWeztSpU/li7lz69u/P/fffj4+Pj8UpC5eMYPIgCQkJoAwcEdJfQxQeR/HKaK3lDp8ocqmpqUydOpXevR5gyeLv6VwhizcbXZPi0k1qWDKXcY2SaFE6k7lz59LrgZ7Mnj2bzMxMq6MJN+d0OnnjzTdwGk7puyTcjwHOhk7SM9J57733rE4j8jmdTr777jv69OrF9OnTqZiVxdPAAygpLgmXVhZFXxRPAJGpaUyYMIGHHnyQVatWobXn3oCREUwe5Oeff0YHRYCPNCcUhUcHhKP8Atm3b5/VUYSXyMjI4Msvv2TuP+eQnpFJ41I5/CUmkzIyHe6WBfloHq+ZQbty2Sw4msvUqVNZMP8L+vbrT9euXfH1laY54uYtWrSIvT/vxYw3QU5FhDsKBWdNJ2vWrGH16tW0atXK6kRebefOnYz/4AMOHz1KtFL8BYiWopJwM+VRPIzmMLDswgVGjRrFwq++4tnnnqNatWpWxytwUmDyEFprDhw4iCOwrNVRhBfIDYhk337p3yIKV1JSEt999x0L5n9BUnIK9Yvn0uPOTKJDnFZH8xgVQ528EJvGwSQbC444GD9+PPPm/pNevfvQuXNngoKCrI4o3ERSUhJTP5kKpUBHe+6dWeH5dDWNOqUYP2E8TZo08dqVoKx0+fJlJk6cyMqVKwkzDB4AamuNkuKScFMKRVWgstZsB1b8/DOPP/44Xbt25YknniAkJMTqiAVGCkwe4uLFi6Snp2GWkJ44ovCZQcU5dXInOTk5MtJBFLjjx4+zYMEC/rV0KTm5udwZ6eD/GmZQpZgUlgpLtTAnL9ZP5eerdhYec/LRRx8xfdo07rn3Xrp3705UVJTVEYWLmz59OpmZmThbOGVqnHBvBjjqOrj842XmzZtH//79rU7kNUzTZNGiRUydMoXsrCxaAS1ME185qAgPYaBoANQyTRKAb7/5hh9Xr+aZZ5+lbdu2KOX++7oUmDxEWloaANoeYHES4Q203Q+tNVlZWVJgEgXCNE22bt3K/C++YGtiIj42RfPSWXQon0W5YJkKVxSUgtqRDmpHpnAk2ca/TmXz1YL5fLlgAc1btKBnz57UqVPHI05+RME6e/Ys3333HWZlE0KtTiNEASgJuqxm9pzZdO/e3aNGF7iqU6dOMfbNN9m9Zw+VUdyLJlIKS8JDBaDoDMSi+S4lhVdffZWVK1YwaPBgSpRw79XgpcDkIXJycvKeGDZrgwjvYOQdOv693wlxiy5fvszSpUtZsvh7Tp85S5g/9KycSeuy2YT4yjQbq1Qu5uSpYhn0qpLJitN+JGxay5o1a6gcU4l77u1Ku3btCA2VSoLIM2/ePDQaXUM+s8JzmDVNspdns2jRIvr27Wt1HI+lteabb75h4kcfYTic3A/UQ6bDCe8QheJxrdkErNi0if59+zJ4yBBat25tdbRbJgUmD+Fw5K+ipGRhwBvmzCEgIIAuXbqwePFi0pxSLLlh+fuZFJjErXA4HGzevJnFi79nw4aNmKZJ9XAnf6+VReNSOdjlMOYyIv01vapk0a1SFuvP+bL63BE+/PBDJk2ayF13teSee+6hXr16GIb80LxVcnIyixcvxhntBBlEXbhy+c15S0ZuhtWJPFsY6NKa+Qvm07t3b49fWtwKqampvPH666zfsIEqKO5HEyqFJeFlDBRNgepa81VmJqNGjWLTpk0MGjTILXvASYHJQ4SHhwOg5GTjhilHDl26duHZZ58FYP63Sy1O5D5UTt5+FhERYXES4U5Onz7NDz/8wJLF33Pl6jVC/aBz+SzuisomSlaEc2l+NmhdLofW5XI4kWpj9RlfNqxZxcqVKylTuhRd7rmXjh07UrJkSaujiiK2du1acnNz0VVk9FKhy4UuXf5z3rLghwUWB/J8ZmWT5PXJJCYm0qRJE6vjeJRjx47x4rBhnD9/nk5AYzSGFJeEF4tE8TetSQD+tXQphw8d4o0336R06dJWR7spUmDyEKVKlUIphcpOtTqK29B2XxYvXgzA4sWLpX/VTVDZKRQLC8PfX9ahFn8sKSmJVatWsexf/2Lvvn0YCupE5tK3TjaxxXNltJIbqhDipH+NTPpUzSTxkg+rzziYNm0a06dPJza2Lu3bd6Bly5YEBwdbHVUUgVUJq1AhCsKsTuIFfPjNeQvud2Pb/ZQC5atYvXq1FJgK0K5duxg2ZAhGdjaPaE0FKSwJAYANRVugPJovjx7l708+yXvvv09MTIzV0W6YFJg8hI+PD8VLlOBcZrLVUdyHzZfM1Kt8+eWXea9Dilmbx43YspIpW76s1TGEi8rOzmbdunUsW7aMLVs243SaRIeY9K6SRdPSOUT4y0gHT+Brg6alc2laOpcLGQYbzvuy7uAOxu3YyfvvvUez5s1p37498fHxMrXEQ+Xm5rJj+w6clWXluCLhA5lJmf85b5EabuGzgbOUk02bN1mdxGPs3LmTwYMGUczppJ9pEiYHD8stQXMu//l0NGWAzvJzsVR1FI9pzczkZAY+/TQfTZhA5cqVrY51Q6TA5EHqxcZyOWEN2dqUXkyi8DhyMNIuERvbxuokwoU4HA527NjBypUrWZ2wiozMLCL8oVO5vKJSdIjT6oiiEJUKNLk/Jq9X05EUG+vP+bJpfQIJCQmEhgTTuk1b2rZtS+3ataVfkwc5deoUTqcTwq1OIkQhCodrp66RnJxMsWJyM/J2HD9+nOHDhlHM4eRv2iRIihgu4RyQnf/8uIU5xG+VQvGYaTItM5MXBg1i8tSpbtGKQApMHqRx48YsW7YMI+0yZojr73zCPdlSzoA2ady4sdVRhMW01uzZs4eVK1eSsHIF15JTCLArGpbIotkdOdwR7sCQc0evohRUKeakSrFMHqyWye6rdtafy2Hxd4tYtGgRJUsUp03bdrRt25YqVaqglOwg7uzYsWMA6FAZlSg81y/79/Hjx6lbt67FadxXTk4OI19+GZWVRT8pLglxQ8JR9DVNpl27xuuvvcb7H3zg8jfqpMDkQeLj4zEMA9u1Y1JgEoXGfvU4gUFB1K5d2+oowgJaa44cOcKKFStYuWI5Fy5ewseA2OI5NLkzh9jiufjarE4pXIHdgHrFHdQr7iDTkc62S75sPJ/L/HlzmTt3LtHly9G2XXvatGlD+fLlrY4rbkFWVlbeE5kBKTxZ/v797/1d3JK5c+dy7MQJ+oJMixPiJpRG0UlrFu3cyZIlS7jnnnusjvSHpMDkQUJDQ2nevAVrN24it2x9sMkZnyhYKicd+9VjdOp+P3a7HD68ydmzZ1mxYgUrlv2L4ydPYSioHZFLt5o5xJXMIVB2B/EHAuzQvEwOzcvkkJqj2HLRh40XjvPpjBnMmDGDatWq0q5de1q3bk2JEiWsjitukM2WX02WAUzCk+Xv3//e38VNS0tLY97cudwBVJPikhA3rT6QqBSff/opHTt2dOnrMNdNJm5Jr14PsGbNj9gvH8JRqqbVcYSHsV/Yi0LTo0cPq6OIInDlyhUSEhJYvnwZ+/btB6B6mIOHa2QTXzKXUF+5qhQ3L8RX06ZcDm3K5XA1S7Hpgi8bzx9g4sRDTJo0idjYurRr156WLVsSEhJidVzxB4KCgvKeZCMNp4Xnysl7CAwMtDaHG0tISCA9I4O7rA4ihJtSKFpozdxLl9i6datLr2opBSYPU7t2barXqMGB43twlKgOhtxtEQXEkY3fpf00a9aMsmVlBTlPlZaWxtq1a1m+fBnbt23H1JoKoXkrwDUunUNxWQFOFKAIf03nCtl0rpDNuXSDjRd82XhwB2/t2Ml7775Lo8aNadu2Lc2aNcPf39/quOK/1KhRAwB1VaEj5dggPJO6orDZbG6zgpMrWp2QQHFlUFabVkcRwm1VAwIMg4SEBCkwiaKjlOKJxx9n0KBB+Jz/mdyoOlZHEh7C98x2cOTw6KOPWh1FFDCHw0FiYiJLly5l3dq15OTmUjIQ7q2YSdNSOZQNlhPCmzHrQAAnUvOK+68lBlMhxEnf6pkWp3J9ZYJMusdkcX+lLI6n2th43peN29azfv16Avz9uLt1Gzp27EidOnVcvsGltyhRogSRxSO5fPEyuqoUmIRnMi4ZVKlaBT8/P6ujuKXs7Gx27dpFnDZRMj1OiFtmRxFjmiRu3YrW2mUXSpECkwdq2LAhTZo2ZdOWRHJLVAEfGdIrbo/KvIbPhb3ce++9VKlSxeo4ooAcPXqUpUuXsuxfS7l6LYlgX2hZKotmZXKoHOrERf/fcnknUm1kOvMKIPuTpBBys5SCSqFOKoVm0rtqJvuv2Vl/PpuEZT+wZMkSSpcqScdOnenQoYOMpnQB7dq2Y94X8yADkNMN4WmuAVehbZ+2VidxW/v37ycnN5dKVgcRwgNUAn6+coVz584RFRVldZzrkgKThxr49NNs2dwPvxObya5yt9VxhDvTGr/jGwgICOSxxx6zOo24TSkpKSxbtoylPyzh4KHD2FTeCnB96+StAOcj9RDhQgwFNSMc1Ixw0K96BokXfVl77iyff/YZn332GXfeWZtOnTrTunVr6Y9ikb/85S/Mnz8f85CJriujmIRnUQcV/gH+Lr9qkyvbuXMnCoi2OogQHqBi/uP27dulwCSKVvny5enXrx+ffvopjoiKOCPkvoG4NfYLe7GlnGPgCy8QFhZmdRxxC7TW7Nu3j0WLFrFq5UpycnOpGGrSt1oWTUrnSLNu4Rb8bNCsTA7NyuRwJUux/rwv647t5q239jDho/G079CRbt26ERMTY3VUr1KqVCnatm3L8pXLcVR0QDGrEwlRQC6CcdLg/j73/6ehvbhpmzdupIxSBMmphhC3rSQQYhhs3rzZZQvfUmDyYH379mXtunUcOb6BtJDS4BNgdSThZlRmMv6nt9KwUSOXPYiJ35eZmcnKlStZ9PVCDh46jL9d0aJ0Jm3K5hAd4rQ6nhC3LNJf07ViNvdWyOZwso2VZ7JZ/O0iFi1aRJ0776Tb/fdz11134evra3VUrzBw4EA2bd5EamIqjrsdICMhhbvLBfs2O6WjSvPwww9bncZtnT17lj1795I3wVDm3QtxuxSKmqbJxg0bSEtLIzjY9ZZwlVMAD2a323l5xAgMnYv/0TWg5daBuAmmk4Cjqwn092fY0KEu20hO/K8LFy7w0Ucf0f3+brz11ltknDvIwzXS+aj5VR6pkSnFJeExlIKqYU7+XiuD8c2T6FM1g/NHdjNmzBh6/KU7n3zyCUlJSVbH9HhhYWEMHjQYfVWjflIgpxvCnWlQiQrS4aUXXyIgQG7Q3qqFCxdiAHWtDiKEB6kH5OTm8v3331sd5bqkwOThKlWqxMCnn8aWdAr7+d1WxxFuxPfUVlTaJYYOHULx4sWtjiNuwNmzZ3n77bfp07s3C79cwJ0hybzcIIU3GyXTtlwOATJmVXiwEF9NlwrZvNPkGkPqpVLJ5wqzZ83igZ49mDhxIleuXLE6okdr1aoVPXr0wDhkoA7KDQnhvtQuhXHa4Mknn6ROHVmN+VZdunSJbxYt4k4gTEYvCVFgyqKIQTF3zhzS09OtjvM/5HLDC3Tv3p3tO3awdu06zOBSmCGlrI4kXJzt6gl8zu+he/futGrVyuo44k+cOnWKWbNmsWzZMgxMWpbJ5p6KWZQIMK2OJkSRMxTUiXRQJzKNM2kG3xz3Z8H8L/h64ULu7dqVPn36ULJkSatjeqSBAwdy5coVEhISMP1MdEUZyiTci9qvMA4Z9OjRgz59+lgdx61NnjwZR24ura0OIoQHaodmSnIyM2fOZMCAAVbH+Q0ZweQFlFIMGzqUUiVLEng0AXKzrI4kXJjKSiXg+BqqVq3GU089ZXUc8QdSUlIYN24cfR96iJXLl9K2bAbvNU3ikTsypLgkBFA22OSp2hm81SSZJiXSWLTwK3r36sXEiRPJzMylCN2iAAAgAElEQVS0Op7HMQyDl156ifpx9TG2ykgm4UY0qJ8Uxm6DNm3aMHDgQGkNcBsSExNZvnw5zbUmQkYvCVHgyqGoD3zxxRccPnzY6ji/IQUmLxESEsJrr72K4cjC/0gCaLn4FNdhOgg4vJIAXzuvvjpGGuS6KK01K1asoO+Df+WHJYtpXy6T95sm0a96JhH+MmJAiP9WOtDk8ZoZvNM0mWalMvjiiy/o1/chNm3aZHU0j+Pr68u4seNocVcLjF0Garf0ZBIuzszruWQcMOjatSsjRozAMOQS6VZlZWXx9ltvEWkYtLQ6jBAerAMQALw1bhxOp+v0V5WjpxepXr06z//jH9iSz+BzZofVcYQL8j2+EZV+mVdefpmoqCir44jrOHfuHEOGvMCYMWMIJ4lX41N4qHomYX5yBSfEnykRkFdoGhGXii3jIkOGDGH06NFcvXrV6mgexc/PjzGjx9C1a1eM/QbGJgNyrU4lxHVkg22tDeO4wcMPP8ygQYOw2WxWp3Jrs2fP5tz589xnmvjI6CUhCk0gik6myf4DB/juu++sjvNvUmDyMvfccw8dO3bE98xObEmnrY4jXIj90kF8Lh2gb9++NG3a1Oo44jp2797NI488zM5tW3moWgajGiRTQVaEE+Km1Qh38Hp8Et1jMvkxYSWPPvIwx48ftzqWR7HZbAwaNIgBAwZgnDGwJ9gh1epUQvzKVbCvtGO/Zmf48OE8+uijMi3uNl2+fJkv5s7lTqCSFJeEKHR1gIooZkyfTkZGhtVxACkweR2lFM8//zwVK1Uk4NiPqGzX6zwvip7KuIr/iQ3Extbj0UcftTqOuI7t27cz6PnnKaYyGNsoiY7R2Rhy7ibELfMxoHtMFq/GJ2NmJvHMwKc5dOiQ1bE8ilKKPn368N577xFkBmFfZQe5tyWspkEdUdhX24kMiuTjSR/TqVMnq1N5hKVLl5Kdm0sbq4MI4SUUijZokpKTWbNmjdVxACkweSV/f39ee/VVfA2N/5FVYEo/Jq/mzCXwyCpCQ0IYOfIVGRrugrZs2cKQF16guE8WL9VPlgbeQhSg8sEmI+onY89N5blnn2H//v1WR/I4cXFxzJg+g2ox1bBttKESFTisTiW8UjYYGw2M7QZx9eKYMW0G1atXtzqVx1i/bh3llCJSRi8JUWQqAGGGwYYNG6yOAkiByWtFR0czbOhQjNQL+JzZZnUcYSHf4xtQmcmMHjWSyMhIq+OI/5Kdnc1rr46htH82L9VPll5LQhSC0oF5RSZ/M4PXXh2DKTdeClzp0qX5eNLHPPjgg9iO27CvsMM1q1MJr3IR7Cvs2M/beeqpp3jnnXcICwuzOpVHuXzpEpFazlOEKEoKRbhpcvnyZaujAFJg8mpt2rShS5cu+J77CSP1vNVxhAVsV47hc/kQffv2pX79+lbHEdexfPlykpJTeKhqOiG+ctImRGEpEWDyQOU0Tp46zebNm62O45HsdjtPPvkk7733HmG+YdhW2VB7FUg9TxQmJ6idCtuPNqIiopg8eTK9e/eWleIKQURkJNekj5XbyQICAgLo0aMHAQEBZFkdSNwUjeaaYbhMwVyOrF7umWeeoVSp0gQc/REcOVbHEUVI5aQTcGI91apX5+GHH7Y6jvgd8+fNpUKIyR3hMp9EiMIWXzKXCH+YP/8Lq6N4tLi4OGZ+NpPWrVpj/GxgW22DFKtTuT4dptE++V8lNDpMbjr8qat5o5aMQwbdunVjxnSZEleYGjVuzCmtOYPsm+4kC+jSpQvPPvssXbp0kQKTmzkIJJkmjRs3tjoKIAUmrxcYGMjIV15GZafhe1Lu2HoNrfE7tg4fQzPylVew2+1WJxLXYZomp8+cpVZ4DnJDUIjCZzegerEcTp08aXUUj1esWDFGjRrFqFGjCM4Jxr7CjjqokOvS36djNYQBYWC2MvNei+szQe1R2FbZCPcJ55133uH5558nICDA6mQe7YEHHiA8PJyFSpEhH2a34Q8sXryY8ePHs3jxYvytDiRuWBKabw2DCtHRLrNYgRSYBLVr16ZXr174XDogU+W8hO3qMWxJp3ji8ccpX7681XHE7zAMg7JlozifIYdqIYrKhUw70RUqWh3Da7Ru3ZpZM2fRKL4Rxi4D2482SLM6lXBrSWBfacfYZ9C+XXtmzZxFfHy81am8QnBwMC+/8grXbDY+V4o0KTK5BX8gMzOTL7/8kszMTCkwuYlraD41DJz+/rwyciQ+Pj5WRwIsKjAppY4rpXYrpXYqpRLzt0UopZYrpQ7lP4bnb1dKqfFKqcNKqZ+UUtIophA88sgjlChZkoDj68F0Wh1HFCZHNgEnN1GlalW6d+9udRrxJypWiuFEui8O6VEiRKHLcMCZDBsVKlSwOopXiYyMZNzYcQwfPpyA9ADsy+2owzKaSdwkE9RehW2ljVBCeeONNxgxYgQhISFWJ/MqcXFxvP7GG1y225lsGJyWD7IQBe4wmsmGQY6/P+++9x5Vq1a1OtK/WXlb/G6tdazWukH+62HASq11VWBl/muATkDV/K8ngI+LPKkXCAgIYPCgQZBxDZ/zP1sdRxQi3zPbITeToUOGyNQ4N9ChQweuZMKCIzKs311kOtRvmmVmOmR+ozvQGj7dF0SuE9q1a2d1HK+jlKJTp07MmjmLBvUaYOwwsK21QYbVyYRbSAFbgg3jZ4M2d7dh9qzZNG/e3OpUXqtx48ZM+vhjAooXZ5pS/IjGKYUmIW5bLpqlaGYCpaOj+WT6dGrWrGl1rN9wpXkX9wGf5z//HOj2q+0zdZ5NQJhSqowVAT1dkyZNaNSoMX7nd4FD2rt5IpWVgs/FfXTp0kWaXLqJ5s2b07VrVxaf8Gf3FSkIuoMMh/pNs8wMKTC5hbXnfNl4wZdHHn3U5U7WvEnJkiV55513GDx4MH7JfnmjmY7LaCbxOzSogwr7CjvBucGMGTOGkSNHUqxYMauTeb1q1aoxbcYMWrZqxQpgulJclA+yELfsVP6opfVA1/vu4+MpUyhbtqzVsf6HVQUmDSxTSm1TSj2Rv62U1vocQP5jyfztZYFTv/q9p/O3/YZS6gmlVKJSKvHSpUuFGN2z/f3vT4IjB98zu6yOIgqB7+lEfOx2Hn30UaujiJvwzDPPULFCNBP2hLLnqhSZXF2gXf+mWWagXU6oXd2mCz58eiCYunXq8NBDD1kdx+sppejatSuff/Y5tavXxthqYGw0INvqZMKlZIBtjQ1jl0HjRo2ZNXMWrVq1sjqV+JXQ0FBGjR7NyJEjSQ4KYpJSrJbRTELclBw0P6D5BNDheYsWDBo0yGUXLbCqwNRMa12fvOlvTyul7vqD917v1u//HJW01lO11g201g1KlChRUDm9TuXKlenYsSM+F/eictKtjiMKkMq4gv3KUXr36kXx4sWtjiNugp+fH+PeepsSUeV5a0cIy0/5WR1J/IEAu/5Ns8wAKTC5LFPDV0f8mbA7mOp31OTV117DZrNZHUvki4qKYvz48QwYMAD7eTv2FXa4YHUq4RJOg32FHb8UP4YOHcrYN8cSGRlpdSrxO9q0acOsOXNo2aoVK4GpSnFBikxC/KmTaCYZBhvIG7U0c/Zsl1+0wJICk9b6bP7jReBrIB648MvUt/zHi/lvPw38epmrcsDZokvrffr374+BxufcHqujiALke/Yn/AMC6N27t9VRxC0oU6YMH0+eQqPGjfn8QCCf7Q8gVxp/C3HLMh0wcU8QXx8LoGPHjnzwwYeEhYVZHUv8F5vNRp8+fZgyZQplI8tiW2ND/aRAjn/eyQFqq8K20Ua1StX4dMandOnSBaVkKrKrCw8PZ9To0bz66qukh4TwsVJsQqOl0CTE/zDRrEIzDbBHRvL+++8zaNAggoKCrI72p4q8wKSUClJKhfzyHGgP7AG+Bfrnv60/8E3+82+BfvmryTUGkn+ZSicKR1RUFK1bt8b38n7pxeQhVFYK9qtHub9bN1lNxY0FBQXxxhtv0qdPH1ac9uelLWEcSpLRFkLcrF2X7QzfHM6Wi34MGDCA4cOH4+vra3Us8QeqVavGjOkz6Nq1K8YBA9tqaQDudVLAvsqO7YSNvn378vGkjylXrpzVqcRNatmyJbNmzya+USMWAwvIa1wshMiTiWYWigSgfYcOfD5rFnFxcVbHumFWjGAqBaxTSu0CtgCLtdZLgbFAO6XUIaBd/muAJcBR4DDwCfBU0Uf2Pg8++CDakYvPhf1WRyk0ZlAk2uaDtvngDCmNGeS5Q6t9zu3GZrPRs2dPq6OI22Sz2RgwYABvv/02joASjEkMZdaBALKcVicTwvWl5Som/xzI2ztDCCpRnokTJ9KnTx8Z/eAm/P39GTx4MKNGjcI/wz9vypzccvQK6oTCvtJOiArhvffe4/HHH5eVcN1YWFgYb44dyxNPPMEeYA6KHCkyCUEGms+U4rjN4IUXXuDFF18kMDDQ6lg3pciPzFrro0Dd62y/ArS5znYNPF0E0cSvVK5cmfpxcezYs5/cqDqgXGnBwYKRU6EJRvoVALJq3mNxmkLkyMH36mHatW0rvZc8SKNGjZg5azaTJ09m0aJFbL/iz8PVUqlb3GF1NCFcjtaw8YIPsw8Fk+4w6NfvIfr16yejltxU69atqVq1KiNeHsGxdccwa5romvr6XTuFezNB7VQYRwxq16nN6FGj5VzGQxiGwUMPPURkZCTjxo5loYZeaJR8kIWXMtH8Uyku2Wy8/vrrNGnSxOpIt8TzqgaiwPyle3d0dhq2ayetjiJug/3yIbQjl+7du1sdRRSwwMBAnn/+ecaPH49/eFne3hnCezuDuZghh3YhfnEqzeD17SFM2hNM6QpVmTr1Ex577DEpLrm58uXLM3XKVDp06ICx18DYYECu1alEgcrKXyXuiEHv3r358IMPpbjkgTp16sRjjz/Oz8Buq8MIYaFNwAmteWHIELctLoEUmMQfaNq0KcVLlMTnwl6ro4hbpTV+l/ZRvUYNatSoYXUaUUhiY2P5bOZM/v73v7M3NZihm4rx1RF/smXanPBi6bmKmQcCeGlzMc7kFmPw4MFMmTKVqlWrWh1NFBA/Pz9efPFFBg4ciO28DXuCHdKsTiUKRFJevyWfJB9GjBjBU089JVPiPFifPn2oUL48m2W6svBSGs0mw6BebCwdOnSwOs5tkQKT+F02m41u93XFlnIWlZlsdRxxC4zU85CRRPf777c6iihkPj4+/PWvf2XOP//JXXe34etjAQzdFM62Sz5WRxOiSGkNa8/68sKmMJaf9ufervfxz7nz6Nq1KzabNMX3NEopHnjgAd59910CnYF5RaYrVqcSt+Uc2BPshPuHM2nSJNq3b291IlHIbDYbd7dpw0mtpReT8ErXgGumSes2bdy+L6QUmMQf6ty5M4bNhs9Fz2327cl8Lu4nIDCIu+++2+ooooiUKFGCkSNHMn78eIJLRvP+rmDe3RnMpUw53AvPdzp/OtyUvUGUi7mDqVM/YdCgQRQrVszqaKKQxcXFMWXyFEqFl8L+ox1OWZ1I3Ap1WGFbbyOmYgzTPplG9erVrY4kisgvx2mZ6Sq8UXb+Y1hYmKU5CoJccYg/VLx4cVo0b47vlUNgSvNgt5Kbic+143Tu1BF/f3+r04giFhsby4xPP2PAgAHsSw1m6KYwvj3mj8O0OpkQBS/LCfMO/Wc63JAhQ5j08cdyceploqOjmTplKnfUuAPbJhvqoHvfBfYqGtRPCmOHQeNGjZk4YaL0W/Iy58+fx64UcsYqvFFI/uOFCxcszVEQpMAk/lS3bt3QuVnYrxy1Ooq4CT4XD6BNJ926dbM6irCI3W6nT58+zJo9m8bNmjP/SACjEotxNl0O/cJzHEm28dKWML4/4U+HTp2Z88+53HPPPRiG7OfeKCwsjA8/+JC77roLY5eB+kkhM25cnAlqq8I4YNC1a1feeOMNt1uWW9y+XTt3UgawySpywgsFowgzDHbu3Gl1lNsmZ1/iT9WvX5/y0dH4XtyX19xCuD5t4ndpP/Xj4qhQoYLVaYTFSpUqxWuvvc7rr7/OVR3KiC1hrDztKx9n4dZMDd8c82d0Yig6sAQffvghw4YN84jh5eL2+Pn5MXr0aO677z6MAwZqqwIZvemaHGBsMDBOGDz66KMMGjRImnl7oatXr7L/wAGqyYmJ8GLVTJOtW7aQk5NjdZTbIgUm8aeUUvyle3dU2iWMNPcftucNbFePo7PT+Ev37lZHES6kRYsWfPb5TOrWi+PT/UG8tyuY9Fy5Uyjcz9UsxevbQ1lwJIBWd7fm088+p169elbHEi7EZrPx/PPP87e//Q3jhIGxwQCZ6e9acsC2xoZx3mDw4ME8/PDDbt/cVtyarVu3AlDN4hxCWKkqkJ2Tw+7du62OclukwCRuSKdOnQgOCcXn3E9WRxF/Rmv8zv1E2bLlaNq0qdVphIspXrw4b7/zDs888wx7kvx5fXsoyTlyQi/cx8UMg1e3h3EyM5ARI0YwcuRIQkJC/vw3Cq+jlKJ///4MGjQI47yBba0N3PvGsOfIAPtqO7ZkG2PGjKFr165WJxIWOnr0KHalKG11ECEsVD7/8ciRI5bmuF1SYBI3JCAggAd69sB+7SQq46rVccQfsCWfQaVf5sEH/ypLcovrMgyDnj178ubYcVzI9uP17cW4miVFJuH6zqYbvLa9GFlGEB+O/4j27dvLiAfxp+677z5Gjx6NLcmGfbUdMqxO5OVS8opLfjl+vPvOu7Rs2dLqRMJiKSkpBCiFIf2XhBf7pcF9SkqKpTlulxSYxA3r3r07fv7++J7ZYXUU8Xu0xvfsDiIiI2nfvr3VaYSLi4+P5+133uWaw5/XtoeRIiOZhAu7mJFXXNJ+oYz/aAI1atSwOpJwI61ateKdt9/BL8cPe4Idkq1O5KUu5xWXQn1CmfDRBOrXr291IuECypUrR6ppkiod+YUX+6URTfny5f/wfa5OCkzihoWGhtKnd2/sV49hpF20Oo64Dtu1ExipF3j0kUfw9fW1Oo5wA7Gxsbz73vtcyTaYeyjA6jhCXJfWMONAEA4jgPETJlK5cmWrIwk3FBcXx8QJEynmVyxvJNMlqxN5mTNgX2OnTPEyTJk8hWrVpOOOyNOiRQsMw2CV1UGEsIhGswoI8PcnPj7e6ji3RQpM4qb07t2bYmHh+J3cIivKuRrTxP/0VspHR9O5c2er0wg3Urt2bfr0+Strz/mx96qs3iNcz6YLPuy5YueJJ5+UlTHFbalatSpTJk+hbMmy2NfYUSdk5Gah06AOKGwbbFSvVp3JH08mKirK6lTChURHR9OjRw8SgTUyiqnIlQH88r8q5r8WRUej+QE4ADz8yCOEh4dbHem2SIFJ3JTAwEAe+9ujGKnnsV05anUc8Sv2C3sgM5mnBgyQJX7FTevXrx9lSpdizuEgq6MI8RumhjmHg6lerSr33Xef1XGEByhTpgxTpkyhbt26GFsM1M8KuaYtJCao7QrjJ4OWLVvy0fiPCAsLszqVcEF///vfadOmDcuBRWiy5ENZZDqjKENeYelvKDpLL6wik4ZmLrAR6NmzJ71797Y60m2TApO4aV26dKFa9eoEnNwEuVlWxxGAykrG/8x2mjRtKivHiVvi7+9P1/u6cSLFIFV6MQkXcjrNRlIW9HyglyxcIApMSEgI777zLp06dcLYa2BsNMBhdSoPkw22tTaMowYPPvggo0ePxs/Pz+pUwkXZ7XZeeuklHnzwQXYoxUTDYC8aLYUm4YFMNDvQTDAMDtnsDBgwgIEDB3rEwiVSYBI3zW638+Lw4RhmDn4nNlodR2iN/7F1+Pv6MnjQII84MAlr1KpVC4DDKXIRL1zH4eS8/fGX/VOIguLj48OwYcN46qmnMM4a2FfZIc3qVB4iCewr7div2XnxxRd58sknMQy57BB/zG638+STTzJh4kRCy5ZlLjBVKY5IoUl4CBPNXjQTlcFCoHyVKkybPo0+ffp4zDWcHOnFLYmJiaFfv37YrxzBduWI1XG8mv38HoyUczzzzEBKlChhdRzhxn5puHoqTQpMwnWcSrMRGOAvPVtEoVBK0bt3b9555x2CzKC8ItM5q1O5N3VCYU+wExEQwaSJk+jYsaPVkYSbqV27Np99/jlDhw4lOyKCz4DJSrELjUMKTcIN5aDZimaCMpgL+EaVYcyYMUz55BNiYmKsjlegpMAkblnfvn2pWasWAcfXoTKTrI7jlYzUC/id2krz5s3p0qWL1XGEm8vNzQXAT/5nEC7Ezwa5DofH3NkTrqlhw4ZM+2QalcpVwrbOhvpJgWl1KjfjALVVYWwxuLPWnUyfNp0aNWpYnUq4KbvdTpcuXfjnvHm88MIL2MuW5UvgfcNgFZpkKTQJN3AFzb/QvGsYfAuEVY5hxIgRzJw1i1atWnnkuY10Aha3zG63M2b0aB559FH0kVWk39EVbLJLFZncLAKPJFCyVCmGDx/ukQcoUbRSU1MBCPKRkzbhOgJ9THJzHWRnZ0v/FlGooqKimDJ5ChMmTOCbb76BK+Bs5IRAq5O5gRSwb7JDCvTr34/+/fvLgiOiQPj5+XHvvffSpUsXtmzZwpcLFrA6MZHVWlMVTQOgGmCTxtTCReSi2QckojgGGIZB8+bN6dGjB3Xr1vX4azY58ovbUrJkSUa+8gqDX3gBv6M/kl2lNXj4h8YlmE4CDq/EZmbz+msfEBISYnUi4QEuXboEQDFfuW0vXEeYb17B8+LFi5QvX97iNMLT+fn5MWjQIGJjYxk7biw5y3Nw1HeA7HrXp0EdVdh+shESFMIrb79CfHy81amEBzIMg8aNG9O4cWPOnj3L4sWLWfzdd/wzKYkgw6CuaVIPKC2FJmEBjeY0sAPYrRRZWlO6ZAkev+8+OnXqRPHixa2OWGSkwCRuW3x8PE8NGMCkSZPQJ7eQU6GR1ZE8m9b4HV2DkXKO4S+//O++OULcrqNHjwJQLthpcRIh/uOX/fHo0aNSYBJFpk2bNlSvXp3RY0ZzYNMBzPMmOlaDj9XJXEg2GIkG6qwirkEcL774olddRAnrREVF8fjjj/PII4+wZcsWlixZwob169ngdFJGQT2tqQMESbFJ/H979x0mRZX1cfx7unsiachIEMmC5CgoMIAIIgu6oGBGcU1rXBEjuua4u+pm13VR11cxoIAiQYmrknNSAUFyEIGBid193z+6wBFnhjChJ/w+z+MzPVW3qk6rdafq1Lm3CtkBHMuBZeZjjwsTFxNDj+RkBgwYQLt27crkyw2UYJICMWzYMHbu3Mn48eMJx5UjWKtltEMqtWK2LCTwwwZuvPFG+vbtG+1wpBTZsGEDFWLtaMWISHFQp1wIs8j/nz179ox2OFKG1K1bl7//7e+8/vrrvPHGG7AXgp2CoBwKbIfAkgC+LB+33HYLQ4YMKZM3UhJdgUCAbt260a1bN/bv389nn33Gp5MnM3n9eqYATXG0IzKELqBkkxSQTG8I3FKMjYADWp3VgmsHDCA5OZny5ctHOcLoUoJJCoSZcdttt7Fnzx7mzv0f+GMJVldlTUGL2b6c2B0rGDx4MJdffnm0w5FSZvfu3VRPCGqUqxQrcX6oHG/s3r072qFIGRQIBBg5ciSdOnXi8SceZ9fMXYSbhXFnOSiLL9zMAltm+Db5qN+gPo88/AiNGjWKdlQiJCUlMXToUIYOHcrGjRuZOnUqUz/9lLe9IXStvSF0pynRJKfA4dhCZAjcqmxD4K4ZMIB+/fpRp06daIdYbCjBJAXG7/fz8MMPc+9997Fk8RycGaFqTaIdVqkR2LGC2C0L6dOnD3fccUepnyBOit6BA/spH9D8S/lVv0KIzSn+o5/rV9CQw/wqHwhz8ODBaIchZVjr1q15fezr/PWvf2XSpEnYTotUM1WOdmRFaDcEFgUgFa648gpGjBhBbGxstKMS+YWGDRty880385vf/IaFCxcyefJkvvjiC74KBqlj0ME5WgHxSjbJcRz2hsAt9vnYHQ4TFxtLcq9eDBgwgDZt2qhyMwdKMEmBiouL45mnn+bee+9l6bI5pGOEqjWOdlglXmDHSuK+X0CvXr158MEH9WYWKRSHUg5Sya/hcfl1VbO0owmmhzoeinI0pUO8L3T0LYci0ZKYmMg999xDjx49eOqZp/jx8x8JNw/jmjsozfcYQbCVhm+9j9PqnMZDzz9Ey5aaCkGKv0AgQNeuXenatSsHDhxg+vTpTJowgYmbNzPFjFbO0RmorUSTZONwbAYWAGvMCDlH86ZNGTFoEL179yYxUa8WzYvuUqXAxcfH88wzzzD63ntZvnw2GeEQwRrNoh1WyeQcMduXEbt1MT179mTMmIeUXJJCU7defbau3hHtMER+JuxgW2oMvTTBtxQTXbp04b9v/JeXXnqJadOmYTuMYMcgJEU7skKwN1K15FIcQ4cO5YYbbiA+Pj7aUYmctEqVKjF06FCGDBnC2rVrmTRpEp9Nn87izEzqGXR2jpZorqayLBPHMmCBGbuco1xiIhddcAEDBw7UUOCToDtVKRQJCQk89+yzPDRmDAsXzMWC6WTVbhPtsEoW54j9fj4xO1fRt29f7r//fiWXpFC1adOG+fPncyDTqKSJvqWY2HLIz+EsR5s2+hsixUeFChV46KGH6NmzJ889/xwHPz9IqEUI16yUVDOFwFYZvm981KhVgweffJC2bdtGOyqRfDMzWrRoQYsWLbjllluYOnUqH44fzwdbtzLV56NzOEwnoLwSTWXGfhzzgcXmI82FadywIdcMGUKfPn1ISEiIdnglju5WpdAkJCTwzNNP89RTT/H5559DMJ2sep3RDMInIBwmbuMcAj+sZ+jQodx6660a4yuFrkOHDgBM3xLH0EbpUY5GJGLaljjMTDe3Uix1796d1q1b88c//ZGZM2bCdgh1CkHFaEeWD/sgsDCAO+gYNGgQt9xyi4aESKlUoUKFo1VNixYt4lEnHBAAACAASURBVL1332XG/PnMMaOtc3QDqivRVGptx/E/YDWAGT169uCSSy6hZcuWmus2H5RgkkIVExPDmDFjqFixIh9++CG+zFQyGnYHn/7Xy1Uwk/j1n+M/sI3rr7+eq666Sp2cFInmzZvTv39/JkyZQovKQVpUCUY7JCnjvtoZw+ztcVx11ZXUrFkz2uGI5KhSpUo8+vtH6dmjJy/84QUOf3aYUMsQromjRN2bhsHWGL51PqpUrcL9L9xP586dox2VSKEzMzp16kSnTp3YvHkz7777LlM+/ZTFwSBn4ugO1CtRJ7PkxuHYCMzF2AAkxMdzyeDBDBkyhFq1akU7vFJBd/lS6Hw+H3feeSfVq1fnlVdewZd5iLQmfSFGY/iPZRkpJH4zDV/GQUaNHs3AgQOjHZKUMXfeeSerV63kb2u28fuO+6kWr6FyEh1bDvl4bV0FWrZswbXXXhvtcESOq3fv3rRp04Znn3uWeV/Ng51eNVNJGGGRAv4FftgH/fr14/bbb6dChQrRjkqkyNWvX5977rmHkSNHMn78eMZ/8AGvHD5MA6AHjkaAKdlU4oRxrAXmmrHNOaokVeLGYcMYNGiQ+roCZs6VvpuHjh07ukWLFkU7DMnBjBkzeOLJJwkGEkhtcj4uIbozYsav+RiA9BbRT+T4Du0h8dvpxAeMp5584uhwJZGitn79em797S34Qunc2CKFdtVUyXSynlhUHtBb5E7V3O2xjP26PInlK/DKq/9W9ZKUKM45Jk6cyMt/fpmgBQm2D0Ldgtm3b1ZkuHw4OVwwO3Rg3xn+5X4S4xO5d/S9JCcnF8y+RUqB1NRUJk6cyLi33+aHH3+kthk9nKM54CtFiaZ/E8kJjCxF3wkghGMFMNd87HFhateqxeVXXkm/fv2Ii4uLdngllpktds51zGmdJnWRItW7d2/+/PLLVIwxyq2dhO/A1miHVCz4f9hA4tpPqF65Av/8x9+VXJKoaty4Mf969d/UrNuQPyyrwNvfJhAsoHsZkbykh+CV1Yn8c005mrdsxb//M1bJJSlxzIzBgwfzn9f+Q+P6jfF/5ccWG4SiHdkxssDmGb7FPtq1bsfrY19XcknkGImJiQwfPpxx773HPffcAzVr8g7wF/OxGEeQ0lesURpk4vgKx4s+H+OBCmfU55FHHuG///d/DBo0SMmlQqQKJomKHTt2cO9997Fp0yYy6nUhWOusqEz+HfUKJueI2bqI2O3LadWqNU888TiVK1eOTiwix8jIyOAvf/kLEyZMoEHFEJc1TtW8TCdIFUwnxzlYsjeGcevLsSPVuPrqa7jmmmv05kwp8bKysnj11Vd5++23scpG8OwglD/1/RVYBdN+CMwLYIeNG264geHDh+tlIiInIBgMMnv2bP775pts2LiRij4fXcNhOgLxJbj6p7RUMB323gg33+cjNRym5VlncdXVV3P22WdrTtsClFcFkxJMEjWpqak8+eSTzJ07l6zqTck84xzw+Ys0hqgmmIKZxG+chf/H7xk4cCB33XUXMTExRR+HyHHMmDGDP7/8Ej/s+5EWlYMMbZRK06Ti9ii+eFGC6cQ4Byt+CPDBd+XYeMBH7dNqcfeoe+jUqVO0QxMpUF988QVPPPkEqZmpBDsGoc6p7acgEkz2neFf6qdyUmUee/QxWrdufcr7EimrnHMsWLCA/3vrLZYuW0acGR2coyuQVAKTNCU9wbQHx5fAcjOynKNbt25cccUVtGrVKtqhlUpKMEmxFQ6HGTt2LGPHjsVVqEFa4z642HJFdvxoJZgs7QCJ6z/Dl36A22+/nYsvvlhZdSnWMjIymDBhAm+9+QY/HjhIq6pBhjZMpVElJZpyogRT3pyDNT8GeH9jIt/u91OzRnVGXHsd/fr1U9WSlFo7d+5kzJgxfP3114RbhnFnnvxb5vKVYAqDrTB83/ro0LEDjzz8CElJ0Z0LU6Q0WLduHePGjWPmzJkQDtMcOBuoT8mZELwkJpjCONYD84BvgZhAgPP79WPYsGGcccYZ0Q2ulFOCSYq92bNn88QTT5LpfKQ27kO4QtHMuRGNBJP/x+9J2Dib8olxPP7YY7Rv377Iji2SX2lpaXz00Ue89d83OZhyiKZJIXrVTqdLzUxii7YAsVhTgilnqUH4amcsM7cnsOmgj2pVq3DNiGsZMGCAKjilTMjIyOC5555j+vTphOuFcZ0cnETfecoJpkzwz/PDLrj00ku56aablMwVKWC7du3igw8+4ONJkzh0+DC1zOjiHK2B2GKeuClJCaY0HMuIDIP7IRymSlISgy++mIsuukhTjRQRJZikRNi4cSP33f8AO3ftJOP0rgRrNi/0YxZpgsk5YrYvI3brEho1bsTTTz1FrVq1Cv+4IoXgyFtVJk74iK3btlMuxjinVhq96mRQr7xmBFeC6SfOwYaDfmZui2PerngyQo5GDRty0cUX079/f020KWWOc4633nqLV/71ClSF0DkhiD2xbU8pwZQGgbkBfId8jBo1igsvvPAUohaRE5Wens706dP54L332LhpE/FmtHGOTkDNYprAKe4JJodjG7AQWOkNg2vRvDlDhg4lOTlZD6mKmBJMUmKkpKTw+0cfZeGCBWTVOJPM+l0LdV6mIkswhTKJ2ziHwL5N9O3bl9GjR+umSkoF5xzLli1j0qRJzJ41k6xgiCZJIZJrp9OpRiaJZfQBuRJMkJJpzNsVy8zt8Xyf4iM+Lo7z+vblV7/6FWeeeaaGBUuZN2vWLB599FHCFcIEuwch/vjbnHSC6VAkuRQXiuOZp59R1bRIEXLOsWrVKj766CNmzpxJMBjkdG+uppYUr6qm4ppgSsOxAlhsxg7niI+Lo+/55zN48GCaNm0a7fDKLCWYpEQJhUK8+uqrvPXWW4Qr1CS9cR9cbGKhHKsoEkyWfpDEb6djafu55ZZbuPTSS3VjJaXS/v37mTZtGhMnfMT3W7YS44M2VTM5u2YmbatnEV+GhtCV1QTT4Sxj8Z4Y5u2KZdW+GMIOmjZtwqBBgznvvPNITCycvlykpFq4cCH3P3A/WbFZBHsE4TinyEklmA5CYE6AcoFy/PEPf+TMM88sgIhF5FTs37+fTz/9lI8nTmTLtm3Em9HKOdoTmfM/2nM1FacEk8OxCVgMrPGqlRo3asSgwYPp27cv5coV3Xy9kjMlmKREmjFjBk89/TRZBCLzMpWvUeDHKOwEk3//VhI2ziQxLpbHH3uUjh1zPA9FShXnHKtXr2bGjBnMnPE5P+z7kbiA0a5qBl1qZtKmalapn6+pLCWY0oOwZG8M83bGsmJfLMEwnFarJr37nEfv3r1p0qRJtEMUKdZWrVrF3aPuJj2QTjA5CHkUONuyyM2fa3uc6/fDEJgVoFJcJV5+6WVNeCtSTDjnWLFiRaTye+ZMMrKyqGlGe+doA5SLUoKnOCSYDnhzKy3x+dgXDpOYkHC08rlZs2ZRi0t+SQkmKbE2bNjAfffdz+49e0hrcC6hagV7o1JoCSbnCOxcRdyWBTRo0ICnn3qK2rVrF+wxREqAUCjEypUrmTFjBrNmzmD/gYMkBIz21dLpVCOLVlWziCuFyabSnmBKDcLyvTEs3B3L0h9iyQpB9WpV6dW7D71796Z58+aq1BQ5CcuXL+d3v/sdWeWzCPUMQX6mE0mLJJcSSeSvf/krDRs2LLA4RaTgHDp0iM8//5xPPv6YdV9/jd+MZl5VU2PAX4TJnmglmII41gFLgPWAA9q2acOFAwfSs2dP4uNPYOywFLlSkWAys/7AS0TetfGqc+6Z3NoqwVS6HDhwgIfGjGH5smVkntaGrHodoYBuXAolwRQOEbvpC2L2fEOPHj148MEHSUhIKLj9i5RQwWCQpUuXMmPGDObMnkXKocPE+o3WVTLoUD2LdtWzKB9TMv4mHU9pTDAdyIgMf1u0J5bVP8YQCkPlpEpHk0otW7bE5/NFO0yREmvevHncd/99hKuHCZ0b4pTu80KR5FJsaiwvvfgSLVq0KPA4RaTgbdy4kcmTJzN1yhQOHDxIBZ+PtuEwHYCqRZD0KeoE004ci4EV5iPVhaletSr9BwzgggsuoG7dukUSg5y6Ep9gMjM/8A3QF9hKZAL5y5xza3JqrwRT6RMMBnnxxReZOHEiocqnk94oGfwn+MqVPBR4gikrjYRvP8eXspMRI0YwYsQI3XCJ5CAYDLJ8+XLmzJnD3Dmz2fvDPnwGzSsH6Vg9kw7VM6kSX/z/PuWmtCSYdqf6WLQnhkV74vh2vx8H1D6tFj16JtO9e3datGiB318KS9BEomTixIm88MILhM8M41qdZB/owBYavs0+nnrqKc4999zCCVJECk1WVhbz5s3j448/Zv68eYSd4wyMDjjOAmIKKQFUFAmmdBwriUzYvc05Av4A3Xt058ILL6RDhw66nihBSkOCqSvwe+dcP+/3+wGcc0/n1F4JptLJOceHH37Iyy+/TCihMmlNz8fF5m+St4JMMFnafhK/mUZMOJ0HH3iA3r1753ufImWBc45169Yxd+5c5syexfdbtgLQqFKIDtUy6VAjk9qJ4YIqXCwSJTXB5BxsTvGzeE8Mi/fG8X1KJEHeuFHDo0mlhg0bavibSCF69tln+eSTTwidE4KTGF1vGwzfEh8jRozguuuuK7wARaRI7N27lylTpvDJpEls27GDBPPRxoXpCNQs4ETQZC/BNKCA9+twbAMWASvNyHSOhg0aMPBXv6Jv375UqlSpQI8nRaM0JJiGAv2dc9d7v18FdHHO3ZqtzQ3ADQCnn356h82bN0clVil8CxYs4MGHHiLTBTjc9HxcYpVT3lfs5q8AyKzfNV8x+VJ2kvjtZ1RIjOe5Z59RSbpIPmzevJm5c+cyd85s1q77GoDTyjk6VMugQ/VMGlUK4Svm+Y03v44Mi72qWVqUIzm+UBi+3h9g0Z4YluyNZ28a+Mxo2bIlPXr25Nxzz9UcciJFKDMzkxtuvIHvtn9HsG/ek34fdQgC0wN0aNuBF154QdXTIqWIc45ly5YxYcIE5syeTTAU4gyMLjiaU7RzNZ2oLByrgPletVJcbOzRCbs1T2PJVxoSTJcA/Y5JMHV2zt2WU3tVMJV+3377LaNG3cP+lEORN8xVqhO1WPw/bCRh42xqn3Yaf/jDC7oREylAe/bs4YsvvmDu3DksWbKEUChMUjy0rxpJNrWoEiRG91EnLT0EK3+IYfGeGJb9EM+hTEdsTAydOneme/fudOvWjaSkpGiHKVJmrV+/nut/cz3BOkFcl+Ncqzvwz/ETnxLPm2+8Sc2aNYsmSBEpcvv372fy5Ml8NH48O3fvpqLPR+dwmM5AQjFINKXgmA8s9PlIDYc5vV49fj1kCP369aNcufyNPJHiozQkmDRETn5h165djBp1D5u3fE96o16EqjQo8hgCu9YSt+lLzmp5Fs88/bTKPEUKUUpKCvPmzWPu3LnMn/cVaekZJMQY7aum07lmFq2qZBGr4fu5Sg/Csr0xLNgdy/If4sgIOSqUL0e3c87l3HPPpXPnznohgUgx8tprrzF27FhCySGonns7+97wzfdx9913M3jw4KILUESiJhQKMW/ePN5//30WL15MrBkdnKMbkBSFRNMeHF8Ay8wIA+d068aQoUNp3769qpVKodKQYAoQmeS7D7CNyCTflzvnVufUXgmmsiMlJYVRo+5h7bq1pDfsQahakyI7dmDHCuK+X8DZZ5/N448/TlzcidSwi0hByMjIYMmSJcyePZu5c2aTcugw8QGjXdUMOtfMpE1VJZsAUr2k0vxdsazYF0dWyFE5qRI9k3vRs2dP2rRpQyAQiHaYIpKDjIwMhg0fxj72EeqVy1vlwhCYGqBBzQa89u/XNDROpAxav34977zzDp9/9hk4R3vn6EHRJJr24JgFrARiYmIYcOGFXHLJJdSrV6/Qjy3RU+ITTABmNgB4EfADrznnnsytrRJMZUtqair33ncfy5ctJ6PBOQRrnFm4B3SOmG1Lid22hOTkZMaMGUNMTEzhHlNEchUMBlmyZAmzZs1izuxZHEw5RFzAaFs1gy41MmlbrWwlm9KDsGhPLPN3xbByXyzBMFStUpnkXr3p2bMnrVq10ptaREqITz75hGeffZZQtxDkMBuArTd8S308//zzdOnSpegDFJFiY9euXbz11lt8PGkSLhyms3MkA4mFkGg6iONzYCkQFxfHr4cMYfjw4RpeX0aUigTTyVCCqezJyMjgoYfGMH/+PDIadCdYo1mhHStm21Jity6mf//+jB49Wk//RYqRYDDI8uXLmTlzJnNmz2L/gYMkxhhdaqTT/bQMmlQKlai30Z2osIPV+wL8b0csi/bEkxFyVK9WleRevUlOTuass85SZYNICRQKhRh+2XB2hXZFhspl5yLVS83qNuOf//inhqGICBBJNL3++utM/uQT4jB6u8gcTb4CSDQFcfwPmGtG2OdjyNChXHHFFUoslTFKMEmZkJWVxX333cfCRYtIb9SbUNWCn5MpsHM1cZu/4vzzz+eBBx7QDZtIMRYKhViyZAlTpkxh7pzZpGdkUiMRzqmZxrmnZVIzMRztEPNtyyEf/9sRx5e74vkxHcolJtC7z3n069ePli1bqo8SKQXefvtt/v73vxPqG4Ls93A7wT/Xz5gxY+jbt2/U4hOR4mnDhg385c9/ZvGSJdQz4yLnqJGPJNNWHB+aj90uTM8ePbjp5pupUyd6L1qS6FGCScqMtLQ0fnf33axes4b0JucTSqpbYPsO7PmWuI2zOffcc3nsscdUuSRSgqSmpjJnzhymTpnCkqVLcc7RJClEr9rpnF0zs0QNoUsPwtwdcczeEc+mgz78fh9dupxN//796dq1q+aDEyllDh48yEUXX0Rm/Uxcu5+u2+0rIykliQ/Hf6ih+iKSI+cc06dP56UXXyTt8GEGOEdHwE4i0RTGMRf4HKhWtSqjRo+ma9euhRWylABKMEmZkpKSwm2338F3mzZzuMWvcIlV8r1P38HtJKz7lHZt2/Lcc8/pBk6kBNu9ezfTp0/n08mf8P2WrVSMg1610+hTJ4Mq8cX3b+KuVB/Tt8Qxe2cCaVmOpk0ac8GAC+nTp49K00VKufvvv58vl35JcEAwMtl3EAKTAgy6cBB33313tMMTkWJu3759PPH44yxavJj2wCDAfwJJpkwc7wHrgN69ezNq1CjKly9fyNFKcacEk5Q5e/fuZeTI6/kxLcjhswZBIP6U92UZKZRbPZE6tarxr1deoVy5cgUYqYhEi3OOJUuW8P777/Hll1/iAzrVyOT8eunFZq4m52DVvgDTtsSzbG8MPr+P5OReDB06lBYtWmjOFZEyYtq0aTzxxBOEeoegKrAN/F/6+dOf/kSHDh2iHZ6IlAChUIj//Oc/vPHGGzQDhgExeSSZ0nC8acY24NbbbmPIkCG67hBACSYpo9asWcNvb72VzHI1SW/WD+wU5iIJBUlcO4lEl86r/3pFr9wUKaW2b9/O+PHj+eTjSRxOTaNRpRCXNkrlrCrBqMTjHCzeE8P7G8ux9ZBRuVJFBl10MYMHD6ZatWpRiUlEomf//v0MGjSIcMswrrnDlhgJ2xL4dPKnGrIvIidlwoQJ/PGPf6SZc1xGzpN/Z+EYa8Z2n4+HH3mE5OTkIo9Tiq+8Ekya/VNKrRYtWnDPqFH4D2wjZtuyU9pH7PfzsNR9/P6Rh5VcEinFateuza233soH4z/krrvuIiW2Bk8vqcAzSyqw8WDRTtC0Zl+A3y+qyIsrymNJdXnggQd474PxjBw5UsklkTIqKSmJ0+ufju2J3Aj69/pp1bKVkksictIGDx7M7bffzjpgei5tJgDfO8eYhx9WcklOiv4qSak2YMAAFi1axGefzyBU+XTC5U785sy/fysxu9cxfPhwTWQnUkYkJiZy8cUXM2DAACZMmMAbr4/l4QUBOtfIZGijNGqXK7w3z3130M+7GxJZ+UOA6tWqMnr0SPr3768bSBEBoG2btmyZsoVwVhh3wNG6detohyQiJdSQIUPYuHEjH0+aRFMcDbJVMa3EsRy47rrr6NWrV/SClBJJFUxS6t15551UTkoi4bs5EA6d2EbBDBI2zaXe6aczcuTIwg1QRIqduLg4Lr30Usa9+x4jRoxgxYEK3D+/EhM3xREu4JHlmSH4v28TeHhBRTZlVOKWW27h/95+h4EDByq5JCJHNWnSBJfpYGfk98aNG0c3IBEp0W699VZq1arFZDPCRC5uMnF86vNxZrNmXHnllVGOUEoiJZik1KtYsSL33XcvHN5HzM5VJ7RN7NbFWFYaDz34oN4YJ1KGlStXjuuuu45x775L9x7JvLs+kccXV2RXasH8+dyc4ufhhZWYvDmeXw0axLh332P48OHqd0TkFxo2bAiA73vfz34XETkVCQkJ3HDjjex0jjXessVASjjMb2+9VQ+55JQowSRlQteuXTm7a1fidiyHrPQ821r6AWJ2r2PgwIE0b968iCIUkeKscuXKPProo4wZM4YdWRV4YEESM7fFnvL+nIOJm+J4eGFFUmOq8Nxzz+nVvyKSp7p160Y+7AK/30/NmjWjG5CIlHi9evWiVo0aTAPexTHXjBbNm9OmTZtohyYllBJMUmbcfNNNEMoidnveE37HbllEXGws1157bRFFJiIlgZnRt29fxr7+Bi3btOPfa8vx3vp4TvZlrGEHr65N5N31iXTvkczrb7zJ2WefXThBi0ipkZSURGxcLBYyatSsgd9ftC8gEJHSx+fzce3IkZSvU4cfa9emcp06XDNiRLTDkhJMdW9SZjRo0IABAwbwyadTyKzdGmISf9HGUn8ksO87LhsxgqpVq0YhShEp7mrUqMELL/yBF154gQmffEJayLiyaRq+X77l9xeCYfj76nLM3xXL1VdfzciRIzE7gQ1FpMwzM6pXr862rduoVbNWtMMRkVLiggsu4IILLoh2GFJKqIJJypTLL78cwiFidn+d4/qYXauJiYllyJAhRRyZiJQkfr+f0aNHM2zYMKZtieffaxOPW8kUdvDSivLM3xXLzTffzPXXX6/kkoiclCpVqvzsp4iISHGiBJOUKfXq1aNTp07E7VkH4WNeNx7MIPaHDfTtex6VKlWKToAiUmKYGbfccgtXXXUVs7fHMWt73nMyfbgxnqV7Y7jjjju47LLLiihKESlNalSvAUC1atWiHImIiMgvaYiclDm//vWvWbhwIf4DWwhVrn90eeCHDbhQFhdffHEUoxORksTMGDlyJGvXruGNpUtoXGk/9cqHf9Fuzb4AH32XQL9+/VQhKSKn7Oabb6Zr16507tw52qGIiIj8giqYpMzp0qULieXK4d+36WfLAz9upnadujRt2jQ6gYlIieTz+XjooTFUqFiJv62uSPiYoXLpIfj7mgrUrVuHu+66KzpBikipUKNGDc4//3ySkpKiHYqIiMgvKMEkZU4gEODcc84h9sD3Pw2TC2bgP7iD5J49NCeKiJy0KlWqcPsdd7IlxViwK+Zn62ZsjePHdLjv/gdITPzlywVEREREREoDJZikTOrevTsuKwPfoV0A+A9sBReme/fuUY5MREqq5ORk6p9ej482JbLhgJ8NB/ysP+Bn8pZE2rdrR6tWraIdooiIiIhIodEcTFImtW3bFgB/yi7CFU/Dn7KLuLh4mjVrFuXIRKSk8vl8XH3NCB5//HEeWVjxZ+uuGTEiOkGJiIiIiBQRJZikTKpUqRJ169VjU0qkgilwaDctWrQgENApISKn7rzzzqNq1apkZGQcXVa+fHlVL4mIiIhIqae7aSmzWrdqxbbPZpIRDmKpP9Cy5QXRDklESjgzo3379tEOQ0RERESkyGkOJimzGjZsiMtMw5eyC5yjYcOG0Q5JREREREREpERSgknKrPr16wMQs3sdAGeccUYUoxEREREREREpuZRgkjKrUaNGmPkI7PuOuLg46tatG+2QREREREREREokzcEkZVa1atX473/f5MCBA1StWpW4uLhohyQiIiIiIiJSIinBJGVavXr1qFevXrTDEBERERERESnRNERORERERERERETyRQkmERERERERERHJFyWYREREREREREQkX5RgEhERERERERGRfFGCSURERERERERE8kUJJhERERERERERyRclmEREREREREREJF+UYBIRERERERERkXxRgklERERERERERPJFCSYREREREREREckXJZhERERERERERCRflGASEREREREREZF8MedctGMocGa2B9gc7TikxKgG7I12ECJS6qhvEZHCoL5FRAqD+hY5UfWdc9VzWlEqE0wiJ8PMFjnnOkY7DhEpXdS3iEhhUN8iIoVBfYsUBA2RExERERERERGRfFGCSURERERERERE8kUJJhF4JdoBiEippL5FRAqD+hYRKQzqWyTfNAeTiIiIiIiIiIjkiyqYREREREREREQkX5Rgkqgys5CZLTOzVWb2npkl5mNfI8zsL/nYtnYu6842s/lenGvN7PfH2VeymX18KnGIyC+Z2aEclt1kZlcXwbEHmdl9BbSvsWb2ndeXLDezPgWxXxEpOGb2oJmtNrMV3rnapYD2+5iZnVcA+8l+3TTJzJIKIj4Rib5s5/eRf84ogH1uMrOVXp8228zq5z9SkdwFoh2AlHlpzrm2AGb2FnAT8McjK83MiAzlDBdyHCOAVcD2HNa9DlzqnFtuZn6gWSHHIiLH4Zz7RxEdZyIwsQB3eY9z7n0z60VkroMmBbhvEckHM+sKDATaO+cyzKwaEHsS2wecc8Gc1jnnHi6gMLNfN70O/BZ4soD2LSLRdfT8LmC9nHN7zexR4CHgN4VwDBFAFUxSvMwFGpvZGV6l0N+AJUA9M7vMy76vMrNnj2xgZtea2TdmNhs4J9vysWY2NNvvh7J9Hu3ta7mZPeO16wi85T0tSDgmrhrADgDnXMg5t8bbT2cz+9LMlno/f5F4tylT1AAADZ1JREFUMrNyZvaamS302g32lp9lZgu8460wM91kipwEM/u9mY3yPjc2s8+8c3qJmTXylt/jnXsrvIsqsvUv//KqFKYdOefN7HYzW+O1f8dbdrQy0utXXvbO941H+hgz85nZ37z9fWxmk7P3P7n4CqiT7ft08J4sLjazqWZ2mpk1N7MF2dqcYWYrcmvvLZ9lZs96/cs3Ztb92O/h/f6xmSV7n883s6+8f3fvmVn5fPynESnJTgP2OucyAJxze51z2+G459xT3nXIg161gM9bl2hmW8wsJvt1iZl18vqR5d65WsHM/Gb2fLY+68YTiPfYfiSnPu9ZM7slW5vfm9ndebTPq4+cZWYdvc/VzGyT9/lUYheRE5DX+ZXTOXwcx/YZV9pP9yP/9I51s5k9l63NCDP7c27tveWHzOxJr0+bZ2Y1veV53Y+dbOxSQijBJMWCmQWAC4CV3qJmwBvOuXZAFvAs0BtoC3Qys4u8i7tHiSSW+gItTuA4FwAXAV2cc22A55xz7wOLgCucc22dc2nHbPYn4Gsz+9DMbjSzeG/5OqCHF+PDwFM5HPJBYIZzrhPQC3jezMoRqdR6yXtK0RHYerzYRSRXbwF/9c7pbsAOMzufSHVQZyL9Rgcz6+G1b+K1PwvYDwzxlt8HtHPOtSZyjubkNOBcIlUOz3jLfg2cAbQCrge6nkDM/YGPAMwsBvgzMNQ51wF4DXjSObcWiDWzht42w4B3c2ufbd8B51xn4E7gkbyCsEiFxkPAec659kT6wt+dQPwipdE0Ig+1vrFI0rgn5H6OZtsuyTnX0zn3KLAc6Okt/xUw1TmXdaShmcUC44A7vD7rPCANGAkc8K4XOgG/MbMGuQXq3dj1wauwzKPPe4dI33HEpcB7p9hH5uakYheRXCXYT8PjPvSW5Xh+Hecczk32a4/mRPqGc7z7kRBwBfA+keuaI4YB4/JoD1AOmOf1aXM4ToXUKcYuJYSGyEm0JZjZMu/zXODfQG1gs3Nunre8EzDLObcHjg6lO9IJZV8+Dmh6nOOdB/zHOZcK4Jzbd7wAnXOPecc8H7gcuAxIBioBr1uk+sgBMTlsfj4wyLxKCyAeOJ3IE4QHzawuMN459+3x4hCRXzKzCkAd59yHAM65dG/5+UTOv6Ve0/JELma+B75zzh3pdxYTSQ4BrCBSyfgR3gVYDj7yhuyuOfKEjkjC6T1v+U4zm5lHyM97TwZrAGd7y5oBLYHpZgbgx6uaBN4lckP4DJELu2HHaQ8wPofvlpuziSTnv/D2FUukfxIpc5xzh8ysA9CdyEOhcRaZg20ReZ9z4475PAyYCQwH/nbMYZoBO5xzC71jHoSjfVbrbE/7KxHps747Zvsj101nEDnHp3vLc+zznHP/NrMaFplnsjrwo3PuezO7Paf25N1H5uZEYxeRvOU0RC638yu365w5Oex3pnfNspvIQyWIJKg7AAu9fi0B2O2c22ORKu2zgW+J9FlfEBmO+4v23r4ygSPzzy4m8uA/LycTu5QwSjBJtP2iI/U6rcPZF+WxvctleRCvQs8iOzwyh4LlsU3uB3FuA/B3M/sXsMfMqgKPAzOdcxdbZBK+WTlsasAQ59zXxyxfa2bzgQuBqWZ2vXNuxsnGJSK59g8GPO2c++fPFkbO1Yxsi0JELpIgcj72AAYBY8zsrBz2m31bO+bnibiHSALodiLzu3Xwtl/tnMup8mkckWqD8YBzzn1rZq3yaJ89xhA//Z0/2id6jlRiGjDdOXfZSXwHkVLLORci8vd8lpmtBK4hcsOU1zmX/ZplIvC0mVUhcn4f+7c9t+sQA25zzk09Tohpzrm2ZlaJyA3db4GXyaXP87wPDAVqEaloIrf2x+kjs/cj8dnanGjsInLycjy/zKwfuZ/zx+pFpJ8aCzxGpFLZgNedc/fn0H4ckYdb64APnXPOu5/KrX2Wc+5Iv5bjtUcO92MnGruUMBoiJyXBfKCnRcb7+4lUEM32liebWVWvfP2SbNtsInJhBzCYn6qLpgHXmfe2Ou8CECAFqJDTwc3sQq9ThEh2PUSkZLwSsM1bPiKX2KcCtx3Z3szaeT8bAhudcy8TuRhtfZx/ByKSA+/p/1YzuwjAzOK883sqkXO9vLe8jpnVyG0/FpkzpZ5zbiYwGkgi8kTtRPwPGGKRuZhqEqlwzCvmMPAS4PMuEL8GqltkgmEsMl/LWV7bDUT6nDH8VCWRa/s8bALaejHWI1KWDjAPOMfMGnv7SjSz41WCipRKZtbMfj4nYltgMydxzjnnDgELiJzjH3sJq+zWAbXNrJO3rwoWmSZgKnCzdz2DmTX1htTnyDl3gEiiepS3TV593jtEqqmGEkk2cZz2udnET9dW2eeZO6nYReSk5HZ+ndQ57E0BcidwtXf/8zkw9Mg2ZlbFfnrD3HgiU4pcxk/XHnm1z80mcr4fO5X+R0oIVTBJseec22Fm9xMpNzdgsnNuAkQmqyQynGMHkQnB/d5m/wImWGSC3M/xni4656aYWVtgkZllApOBB4hk9P9hZmlA12PmYboK+JOZpRLJxF/hnAt5w1xeN7Pf8csnlEc8DrwIrPCSTJuIzN0yDLjSzLKAnUSeJohIzhLNLPs8ZX88Zv1VwD/N7DEic7Zd4pybZpH5Ar7y8ruHgCuJJGty4gf+61UFGPAn59z+n3LLefqASKn5KuAbIsnvA3lt4D0NfAIY7Zyb6pW+v+wdP0Ck31jtNR8HPA808LbNPE77nHxBZLjKSi/OJd6+9pjZCOBtM4vz2j7kfQ+RsqY88GczSyLy9349cMMpnHPjgPfIIdns7WuYd5wEIvMvnQe8SmQo2hLvemEPkRu8XDnnlprZcmC4c+7NXPq83c651RYZTrzNOXfkpSUn20cCvEBkHrir+Pl1z0nHLiInLMfzK49zeHduO/Luqd4Gfuuce9zMHgKmeQ/ZsohURG52zv1oZmuAFs65Bd62a3Jrn0fsud2PnXTsUnLYT9VsIiIicirMrLw3f0tVItUL5zjndkY7LhERERGRoqIKJhERkfz72Kt6iAUeV3JJRERERMoaVTCJiIiIiIiIiEi+aJJvERERERERERHJFyWYREREREREREQkX5RgEhERERERERGRfFGCSUREREo0M7vYzJyZnVkMYkk2s265rBthZnvMbKmZfWtmU3NrW4DxPGZm5x2nzUVm1uJkthERERE5lhJMIiIiUtJdBvwPGB7tQIBkIK+k0TjnXDvnXBPgGWC8mTUvjEDMzO+ce9g599lxml4EHE0wneA2IiIiIj+jBJOIiIiUWGZWHjgHGMkxCSYzG21mK81suZk94y1rbGafecuWmFkji3jezFZ57Yd5bZPN7ONs+/uLmY3wPm8ys0e9faw0szPN7AzgJuAuM1tmZt3zit05NxN4BbjB22cjM5tiZovNbO6Riiwzu8SLbbmZzfGW+c3sBe/YK8zstmxxPWxm/wMuMbOxZjY027pnzWyB909jr4JqEPC8F3OjY7bp41VcrTSz18wsLrfvf4r/CUVERKSUCEQ7ABEREZF8uAiY4pz7xsz2mVl759wSM7vAW9fFOZdqZlW89m8BzzjnPjSzeCIP234NtAXaANWAhUcSOcex1znX3sxuAUY55643s38Ah5xzL5xg/EuAG73PrwA3Oee+NbMuwN+A3sDDQD/n3DYzS/La3gA0ANo554LZvh9AunPuXAAz63/M8Q465zqb2dXAi865gWY2EfjYOfe+tw3ez3hgLNDH+/f7BnAz8GJO3x+4/gS/s4iIiJRCqmASERGRkuwy4B3v8zve7wDnAf9xzqUCOOf2mVkFoI5z7kNvWbq3/lzgbedcyDm3C5gNdDqBY4/3fi4GzjjF+A2OVmJ1A94zs2XAP4HTvDZfAGPN7DeAP9v3+4dzLnjk+2Xb57g8jvd2tp9djxNbM+A759w33u+vAz2yrS+I7y8iIiKlhCqYREREpEQys6pEKnxampkjknxxZjaaSOLGHbtJbrvKZXmQnz+Miz9mfYb3M8SpX1O1A9Z6x9nvnGt7bAPn3E1eRdOFwDIza0vO3++Iw3kcz+XyOSe5/Xs5oiC+v4iIiJQSqmASERGRkmoo8IZzrr5z7gznXD3gOyIVSdOA68wsEcDMqjjnDgJbzewib1mct34OMMyb16g6kSqdBcBmoIXXrhLQ5wRiSgEqnEjwZtaTyFC3f3mxfWdml3jrzMzaeJ8bOefmO+ceBvYC9bzvd5OZBY58vxM5JjAs28+vjhPzOuAMM2vs/X4VkeouERERkV9QgklERERKqsuAD49Z9gFwuXNuCjARWOQNORvlrb8KuN3MVgBfArW8fawAlgMzgNHOuZ3OuS3Au966t4ClJxDTJODiPCb5Huat+wZ4ABjinFvrrbsCGGlmy4HVwGBv+fPeRNqriCTDlgOvAt8DK7z2l59AbABxZjYfuAO4y1v2DnCPN5l3oyMNnXPpwLVEhu2tBMLAP07wOCIiIlLGmHPHq44WERERkZLOzDYBHZ1ze6Mdi4iIiJQ+qmASEREREREREZF8UQWTiIiIiIiIiIjkiyqYREREREREREQkX5RgEhERERERERGRfFGCSURERERERERE8kUJJhERERERERERyRclmEREREREREREJF+UYBIRERERERERkXz5f95CMm/QwsYeAAAAAElFTkSuQmCC\n",
  547 |       "text/plain": [
  548 |        "<Figure size 1440x432 with 1 Axes>"
  549 |       ]
  550 |      },
  551 |      "metadata": {
  552 |       "needs_background": "light"
  553 |      },
  554 |      "output_type": "display_data"
  555 |     }
  556 |    ],
  557 |    "source": [
  558 |     "plt.figure(figsize=(20,6))\n",
  559 |     "sns.violinplot(x='Account Description', y='Amount', data=df[df['Account Type']=='Revenue']).set_title('Liability ViolinPlot')\n",
  560 |     "plt.show()"
  561 |    ]
  562 |   },
  563 |   {
  564 |    "cell_type": "markdown",
  565 |    "metadata": {},
  566 |    "source": [
  567 |     "## Review Trends"
  568 |    ]
  569 |   },
  570 |   {
  571 |    "cell_type": "code",
  572 |    "execution_count": 13,
  573 |    "metadata": {},
  574 |    "outputs": [
  575 |     {
  576 |      "data": {
  577 |       "text/html": [
  578 |        "<div>\n",
  579 |        "<style scoped>\n",
  580 |        "    .dataframe tbody tr th:only-of-type {\n",
  581 |        "        vertical-align: middle;\n",
  582 |        "    }\n",
  583 |        "\n",
  584 |        "    .dataframe tbody tr th {\n",
  585 |        "        vertical-align: top;\n",
  586 |        "    }\n",
  587 |        "\n",
  588 |        "    .dataframe thead th {\n",
  589 |        "        text-align: right;\n",
  590 |        "    }\n",
  591 |        "</style>\n",
  592 |        "<table border=\"1\" class=\"dataframe\">\n",
  593 |        "  <thead>\n",
  594 |        "    <tr style=\"text-align: right;\">\n",
  595 |        "      <th></th>\n",
  596 |        "      <th>Year</th>\n",
  597 |        "      <th>Month</th>\n",
  598 |        "      <th>Cost Centre</th>\n",
  599 |        "      <th>Account</th>\n",
  600 |        "      <th>Account Description</th>\n",
  601 |        "      <th>Account Type</th>\n",
  602 |        "      <th>Amount</th>\n",
  603 |        "    </tr>\n",
  604 |        "  </thead>\n",
  605 |        "  <tbody>\n",
  606 |        "    <tr>\n",
  607 |        "      <th>0</th>\n",
  608 |        "      <td>2019</td>\n",
  609 |        "      <td>Jan</td>\n",
  610 |        "      <td>CC100</td>\n",
  611 |        "      <td>1000000</td>\n",
  612 |        "      <td>Product Sales</td>\n",
  613 |        "      <td>Revenue</td>\n",
  614 |        "      <td>1344.051</td>\n",
  615 |        "    </tr>\n",
  616 |        "    <tr>\n",
  617 |        "      <th>1</th>\n",
  618 |        "      <td>2019</td>\n",
  619 |        "      <td>Jan</td>\n",
  620 |        "      <td>CC100</td>\n",
  621 |        "      <td>1000001</td>\n",
  622 |        "      <td>Licensing Revenue</td>\n",
  623 |        "      <td>Revenue</td>\n",
  624 |        "      <td>480.968</td>\n",
  625 |        "    </tr>\n",
  626 |        "    <tr>\n",
  627 |        "      <th>2</th>\n",
  628 |        "      <td>2019</td>\n",
  629 |        "      <td>Jan</td>\n",
  630 |        "      <td>CC100</td>\n",
  631 |        "      <td>1000002</td>\n",
  632 |        "      <td>Service Revenue</td>\n",
  633 |        "      <td>Revenue</td>\n",
  634 |        "      <td>650.820</td>\n",
  635 |        "    </tr>\n",
  636 |        "    <tr>\n",
  637 |        "      <th>3</th>\n",
  638 |        "      <td>2019</td>\n",
  639 |        "      <td>Jan</td>\n",
  640 |        "      <td>CC100</td>\n",
  641 |        "      <td>1000004</td>\n",
  642 |        "      <td>Fee Revenue</td>\n",
  643 |        "      <td>Revenue</td>\n",
  644 |        "      <td>339.360</td>\n",
  645 |        "    </tr>\n",
  646 |        "    <tr>\n",
  647 |        "      <th>4</th>\n",
  648 |        "      <td>2019</td>\n",
  649 |        "      <td>Jan</td>\n",
  650 |        "      <td>CC100</td>\n",
  651 |        "      <td>2000000</td>\n",
  652 |        "      <td>Cost of Good Sold</td>\n",
  653 |        "      <td>Expense</td>\n",
  654 |        "      <td>1125.328</td>\n",
  655 |        "    </tr>\n",
  656 |        "  </tbody>\n",
  657 |        "</table>\n",
  658 |        "</div>"
  659 |       ],
  660 |       "text/plain": [
  661 |        "   Year Month Cost Centre  Account Account Description Account Type    Amount\n",
  662 |        "0  2019   Jan       CC100  1000000       Product Sales      Revenue  1344.051\n",
  663 |        "1  2019   Jan       CC100  1000001   Licensing Revenue      Revenue   480.968\n",
  664 |        "2  2019   Jan       CC100  1000002     Service Revenue      Revenue   650.820\n",
  665 |        "3  2019   Jan       CC100  1000004         Fee Revenue      Revenue   339.360\n",
  666 |        "4  2019   Jan       CC100  2000000   Cost of Good Sold      Expense  1125.328"
  667 |       ]
  668 |      },
  669 |      "execution_count": 13,
  670 |      "metadata": {},
  671 |      "output_type": "execute_result"
  672 |     }
  673 |    ],
  674 |    "source": [
  675 |     "df.head()"
  676 |    ]
  677 |   },
  678 |   {
  679 |    "cell_type": "code",
  680 |    "execution_count": 14,
  681 |    "metadata": {},
  682 |    "outputs": [],
  683 |    "source": [
  684 |     "monthmap = {\n",
  685 |     "    'Jan':1,\n",
  686 |     "    'Feb':2,\n",
  687 |     "    'Mar':3,\n",
  688 |     "    'Apr':4,\n",
  689 |     "    'May':5,\n",
  690 |     "    'Jun':6,\n",
  691 |     "    'Jul':7,\n",
  692 |     "    'Aug':8,\n",
  693 |     "    'Sep':9,\n",
  694 |     "    'Oct':10,\n",
  695 |     "    'Nov':11,\n",
  696 |     "    'Dec':12,\n",
  697 |     "}"
  698 |    ]
  699 |   },
  700 |   {
  701 |    "cell_type": "code",
  702 |    "execution_count": 15,
  703 |    "metadata": {},
  704 |    "outputs": [
  705 |     {
  706 |      "data": {
  707 |       "text/plain": [
  708 |        "1"
  709 |       ]
  710 |      },
  711 |      "execution_count": 15,
  712 |      "metadata": {},
  713 |      "output_type": "execute_result"
  714 |     }
  715 |    ],
  716 |    "source": [
  717 |     "monthmap['Jan']"
  718 |    ]
  719 |   },
  720 |   {
  721 |    "cell_type": "code",
  722 |    "execution_count": 16,
  723 |    "metadata": {},
  724 |    "outputs": [],
  725 |    "source": [
  726 |     "df['Period'] = df['Month'].apply(lambda x: monthmap[x])"
  727 |    ]
  728 |   },
  729 |   {
  730 |    "cell_type": "code",
  731 |    "execution_count": 17,
  732 |    "metadata": {},
  733 |    "outputs": [],
  734 |    "source": [
  735 |     "df['Day'] = 1"
  736 |    ]
  737 |   },
  738 |   {
  739 |    "cell_type": "code",
  740 |    "execution_count": 18,
  741 |    "metadata": {},
  742 |    "outputs": [],
  743 |    "source": [
  744 |     "df['Date'] = df['Year'].astype(str) + '-' + df['Period'].astype(str) + '-' + df['Day'].astype(str)"
  745 |    ]
  746 |   },
  747 |   {
  748 |    "cell_type": "code",
  749 |    "execution_count": 19,
  750 |    "metadata": {},
  751 |    "outputs": [],
  752 |    "source": [
  753 |     "df['Date'] = pd.to_datetime(df['Date'])"
  754 |    ]
  755 |   },
  756 |   {
  757 |    "cell_type": "code",
  758 |    "execution_count": 20,
  759 |    "metadata": {},
  760 |    "outputs": [
  761 |     {
  762 |      "data": {
  763 |       "text/plain": [
  764 |        "Year                            int64\n",
  765 |        "Month                          object\n",
  766 |        "Cost Centre                    object\n",
  767 |        "Account                         int64\n",
  768 |        "Account Description            object\n",
  769 |        "Account Type                   object\n",
  770 |        "Amount                        float64\n",
  771 |        "Period                          int64\n",
  772 |        "Day                             int64\n",
  773 |        "Date                   datetime64[ns]\n",
  774 |        "dtype: object"
  775 |       ]
  776 |      },
  777 |      "execution_count": 20,
  778 |      "metadata": {},
  779 |      "output_type": "execute_result"
  780 |     }
  781 |    ],
  782 |    "source": [
  783 |     "df.dtypes"
  784 |    ]
  785 |   },
  786 |   {
  787 |    "cell_type": "code",
  788 |    "execution_count": 21,
  789 |    "metadata": {},
  790 |    "outputs": [
  791 |     {
  792 |      "data": {
  793 |       "image/png": 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\n",
  794 |       "text/plain": [
  795 |        "<Figure size 1440x432 with 1 Axes>"
  796 |       ]
  797 |      },
  798 |      "metadata": {
  799 |       "needs_background": "light"
  800 |      },
  801 |      "output_type": "display_data"
  802 |     }
  803 |    ],
  804 |    "source": [
  805 |     "plt.figure(figsize=(20,6))\n",
  806 |     "sns.lineplot(x='Date', y='Amount', hue='Account Description', estimator=None, data=df[df['Account Type']=='Revenue']).set_title('Seasonal Sales')\n",
  807 |     "plt.show()"
  808 |    ]
  809 |   },
  810 |   {
  811 |    "cell_type": "code",
  812 |    "execution_count": 22,
  813 |    "metadata": {},
  814 |    "outputs": [
  815 |     {
  816 |      "data": {
  817 |       "image/png": 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\n",
  818 |       "text/plain": [
  819 |        "<Figure size 1440x432 with 1 Axes>"
  820 |       ]
  821 |      },
  822 |      "metadata": {
  823 |       "needs_background": "light"
  824 |      },
  825 |      "output_type": "display_data"
  826 |     }
  827 |    ],
  828 |    "source": [
  829 |     "plt.figure(figsize=(20,6))\n",
  830 |     "sns.lineplot(x='Date', y='Amount', hue='Account Description', estimator=None, data=df[df['Account Description']=='Product Sales']).set_title('Seasonal Sales')\n",
  831 |     "plt.show()"
  832 |    ]
  833 |   },
  834 |   {
  835 |    "cell_type": "code",
  836 |    "execution_count": 23,
  837 |    "metadata": {},
  838 |    "outputs": [
  839 |     {
  840 |      "data": {
  841 |       "image/png": 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\n",
  842 |       "text/plain": [
  843 |        "<Figure size 1440x432 with 1 Axes>"
  844 |       ]
  845 |      },
  846 |      "metadata": {
  847 |       "needs_background": "light"
  848 |      },
  849 |      "output_type": "display_data"
  850 |     }
  851 |    ],
  852 |    "source": [
  853 |     "plt.figure(figsize=(20,6))\n",
  854 |     "sns.lineplot(x='Date', y='Amount', hue='Account Description', estimator=None, data=df[df['Account Description']=='Service Revenue']).set_title('Seasonal Sales')\n",
  855 |     "plt.show()"
  856 |    ]
  857 |   },
  858 |   {
  859 |    "cell_type": "markdown",
  860 |    "metadata": {},
  861 |    "source": [
  862 |     "## Correlation"
  863 |    ]
  864 |   },
  865 |   {
  866 |    "cell_type": "code",
  867 |    "execution_count": 24,
  868 |    "metadata": {},
  869 |    "outputs": [
  870 |     {
  871 |      "data": {
  872 |       "text/html": [
  873 |        "<div>\n",
  874 |        "<style scoped>\n",
  875 |        "    .dataframe tbody tr th:only-of-type {\n",
  876 |        "        vertical-align: middle;\n",
  877 |        "    }\n",
  878 |        "\n",
  879 |        "    .dataframe tbody tr th {\n",
  880 |        "        vertical-align: top;\n",
  881 |        "    }\n",
  882 |        "\n",
  883 |        "    .dataframe thead th {\n",
  884 |        "        text-align: right;\n",
  885 |        "    }\n",
  886 |        "</style>\n",
  887 |        "<table border=\"1\" class=\"dataframe\">\n",
  888 |        "  <thead>\n",
  889 |        "    <tr style=\"text-align: right;\">\n",
  890 |        "      <th></th>\n",
  891 |        "      <th>Year</th>\n",
  892 |        "      <th>Account</th>\n",
  893 |        "      <th>Amount</th>\n",
  894 |        "      <th>Period</th>\n",
  895 |        "      <th>Day</th>\n",
  896 |        "    </tr>\n",
  897 |        "  </thead>\n",
  898 |        "  <tbody>\n",
  899 |        "    <tr>\n",
  900 |        "      <th>Year</th>\n",
  901 |        "      <td>1.000000e+00</td>\n",
  902 |        "      <td>1.477157e-19</td>\n",
  903 |        "      <td>0.014750</td>\n",
  904 |        "      <td>0.000000e+00</td>\n",
  905 |        "      <td>NaN</td>\n",
  906 |        "    </tr>\n",
  907 |        "    <tr>\n",
  908 |        "      <th>Account</th>\n",
  909 |        "      <td>1.477157e-19</td>\n",
  910 |        "      <td>1.000000e+00</td>\n",
  911 |        "      <td>-0.417946</td>\n",
  912 |        "      <td>-4.192615e-19</td>\n",
  913 |        "      <td>NaN</td>\n",
  914 |        "    </tr>\n",
  915 |        "    <tr>\n",
  916 |        "      <th>Amount</th>\n",
  917 |        "      <td>1.475040e-02</td>\n",
  918 |        "      <td>-4.179456e-01</td>\n",
  919 |        "      <td>1.000000</td>\n",
  920 |        "      <td>2.447256e-02</td>\n",
  921 |        "      <td>NaN</td>\n",
  922 |        "    </tr>\n",
  923 |        "    <tr>\n",
  924 |        "      <th>Period</th>\n",
  925 |        "      <td>0.000000e+00</td>\n",
  926 |        "      <td>-4.192615e-19</td>\n",
  927 |        "      <td>0.024473</td>\n",
  928 |        "      <td>1.000000e+00</td>\n",
  929 |        "      <td>NaN</td>\n",
  930 |        "    </tr>\n",
  931 |        "    <tr>\n",
  932 |        "      <th>Day</th>\n",
  933 |        "      <td>NaN</td>\n",
  934 |        "      <td>NaN</td>\n",
  935 |        "      <td>NaN</td>\n",
  936 |        "      <td>NaN</td>\n",
  937 |        "      <td>NaN</td>\n",
  938 |        "    </tr>\n",
  939 |        "  </tbody>\n",
  940 |        "</table>\n",
  941 |        "</div>"
  942 |       ],
  943 |       "text/plain": [
  944 |        "                 Year       Account    Amount        Period  Day\n",
  945 |        "Year     1.000000e+00  1.477157e-19  0.014750  0.000000e+00  NaN\n",
  946 |        "Account  1.477157e-19  1.000000e+00 -0.417946 -4.192615e-19  NaN\n",
  947 |        "Amount   1.475040e-02 -4.179456e-01  1.000000  2.447256e-02  NaN\n",
  948 |        "Period   0.000000e+00 -4.192615e-19  0.024473  1.000000e+00  NaN\n",
  949 |        "Day               NaN           NaN       NaN           NaN  NaN"
  950 |       ]
  951 |      },
  952 |      "execution_count": 24,
  953 |      "metadata": {},
  954 |      "output_type": "execute_result"
  955 |     }
  956 |    ],
  957 |    "source": [
  958 |     "df.corr()"
  959 |    ]
  960 |   },
  961 |   {
  962 |    "cell_type": "code",
  963 |    "execution_count": 25,
  964 |    "metadata": {},
  965 |    "outputs": [
  966 |     {
  967 |      "data": {
  968 |       "text/plain": [
  969 |        "array(['Product Sales', 'Licensing Revenue', 'Service Revenue',\n",
  970 |        "       'Fee Revenue', 'Cost of Good Sold', 'Staff Expenses',\n",
  971 |        "       'Technology Expenses', 'Property Expenses', 'Purchases',\n",
  972 |        "       'Cash at Bank', 'Inventory', 'Accounts Receivable',\n",
  973 |        "       'Accounts Payable'], dtype=object)"
  974 |       ]
  975 |      },
  976 |      "execution_count": 25,
  977 |      "metadata": {},
  978 |      "output_type": "execute_result"
  979 |     }
  980 |    ],
  981 |    "source": [
  982 |     "df['Account Description'].unique()"
  983 |    ]
  984 |   },
  985 |   {
  986 |    "cell_type": "code",
  987 |    "execution_count": 26,
  988 |    "metadata": {},
  989 |    "outputs": [
  990 |     {
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 1091 |        "    <tr>\n",
 1092 |        "      <th>4</th>\n",
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 1152 |        "      <td>0</td>\n",
 1153 |        "      <td>0</td>\n",
 1154 |        "    </tr>\n",
 1155 |        "    <tr>\n",
 1156 |        "      <th>4209</th>\n",
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 1158 |        "      <td>0</td>\n",
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 1160 |        "      <td>0</td>\n",
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 1167 |        "      <td>1</td>\n",
 1168 |        "      <td>0</td>\n",
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 1170 |        "    </tr>\n",
 1171 |        "    <tr>\n",
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 1187 |        "    <tr>\n",
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 1200 |        "      <td>0</td>\n",
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 1202 |        "    </tr>\n",
 1203 |        "  </tbody>\n",
 1204 |        "</table>\n",
 1205 |        "<p>4212 rows × 13 columns</p>\n",
 1206 |        "</div>"
 1207 |       ],
 1208 |       "text/plain": [
 1209 |        "      1000000  1000001  1000002  1000004  2000000  2000001  2000002  2000003  \\\n",
 1210 |        "0           1        0        0        0        0        0        0        0   \n",
 1211 |        "1           0        1        0        0        0        0        0        0   \n",
 1212 |        "2           0        0        1        0        0        0        0        0   \n",
 1213 |        "3           0        0        0        1        0        0        0        0   \n",
 1214 |        "4           0        0        0        0        1        0        0        0   \n",
 1215 |        "...       ...      ...      ...      ...      ...      ...      ...      ...   \n",
 1216 |        "4207        0        0        0        0        0        0        0        0   \n",
 1217 |        "4208        0        0        0        0        0        0        0        0   \n",
 1218 |        "4209        0        0        0        0        0        0        0        0   \n",
 1219 |        "4210        0        0        0        0        0        0        0        0   \n",
 1220 |        "4211        0        0        0        0        0        0        0        0   \n",
 1221 |        "\n",
 1222 |        "      2000005  3000000  3000001  3000002  4000001  \n",
 1223 |        "0           0        0        0        0        0  \n",
 1224 |        "1           0        0        0        0        0  \n",
 1225 |        "2           0        0        0        0        0  \n",
 1226 |        "3           0        0        0        0        0  \n",
 1227 |        "4           0        0        0        0        0  \n",
 1228 |        "...       ...      ...      ...      ...      ...  \n",
 1229 |        "4207        1        0        0        0        0  \n",
 1230 |        "4208        0        1        0        0        0  \n",
 1231 |        "4209        0        0        1        0        0  \n",
 1232 |        "4210        0        0        0        1        0  \n",
 1233 |        "4211        0        0        0        0        1  \n",
 1234 |        "\n",
 1235 |        "[4212 rows x 13 columns]"
 1236 |       ]
 1237 |      },
 1238 |      "execution_count": 26,
 1239 |      "metadata": {},
 1240 |      "output_type": "execute_result"
 1241 |     }
 1242 |    ],
 1243 |    "source": [
 1244 |     "pd.get_dummies(df['Account'])"
 1245 |    ]
 1246 |   },
 1247 |   {
 1248 |    "cell_type": "code",
 1249 |    "execution_count": 27,
 1250 |    "metadata": {},
 1251 |    "outputs": [],
 1252 |    "source": [
 1253 |     "corrdict = {}\n",
 1254 |     "for key, row in df.join(pd.get_dummies(df['Account'])).iterrows():\n",
 1255 |     "    corrdict[key] = {int(row['Account']):row['Amount']}"
 1256 |    ]
 1257 |   },
 1258 |   {
 1259 |    "cell_type": "code",
 1260 |    "execution_count": 28,
 1261 |    "metadata": {},
 1262 |    "outputs": [],
 1263 |    "source": [
 1264 |     "corrdf = pd.DataFrame.from_dict(corrdict).T.fillna(0) "
 1265 |    ]
 1266 |   },
 1267 |   {
 1268 |    "cell_type": "code",
 1269 |    "execution_count": 29,
 1270 |    "metadata": {},
 1271 |    "outputs": [
 1272 |     {
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 1354 |        "      <td>-0.063083</td>\n",
 1355 |        "      <td>0.010992</td>\n",
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 1358 |        "      <th>1000004</th>\n",
 1359 |        "      <td>-0.064706</td>\n",
 1360 |        "      <td>-0.060233</td>\n",
 1361 |        "      <td>-0.067424</td>\n",
 1362 |        "      <td>1.000000</td>\n",
 1363 |        "      <td>-0.063819</td>\n",
 1364 |        "      <td>-0.068343</td>\n",
 1365 |        "      <td>-0.068186</td>\n",
 1366 |        "      <td>-0.067728</td>\n",
 1367 |        "      <td>-0.063420</td>\n",
 1368 |        "      <td>0.007778</td>\n",
 1369 |        "      <td>-0.072673</td>\n",
 1370 |        "      <td>-0.062555</td>\n",
 1371 |        "      <td>0.010900</td>\n",
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 1373 |        "    <tr>\n",
 1374 |        "      <th>2000000</th>\n",
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 1376 |        "      <td>-0.057494</td>\n",
 1377 |        "      <td>-0.064358</td>\n",
 1378 |        "      <td>-0.063819</td>\n",
 1379 |        "      <td>1.000000</td>\n",
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 1386 |        "      <td>-0.059710</td>\n",
 1387 |        "      <td>0.010404</td>\n",
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 1390 |        "      <th>2000001</th>\n",
 1391 |        "      <td>-0.066141</td>\n",
 1392 |        "      <td>-0.061569</td>\n",
 1393 |        "      <td>-0.068920</td>\n",
 1394 |        "      <td>-0.068343</td>\n",
 1395 |        "      <td>-0.065235</td>\n",
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 1397 |        "      <td>-0.069699</td>\n",
 1398 |        "      <td>-0.069231</td>\n",
 1399 |        "      <td>-0.064827</td>\n",
 1400 |        "      <td>0.007951</td>\n",
 1401 |        "      <td>-0.074286</td>\n",
 1402 |        "      <td>-0.063942</td>\n",
 1403 |        "      <td>0.011142</td>\n",
 1404 |        "    </tr>\n",
 1405 |        "    <tr>\n",
 1406 |        "      <th>2000002</th>\n",
 1407 |        "      <td>-0.065989</td>\n",
 1408 |        "      <td>-0.061428</td>\n",
 1409 |        "      <td>-0.068762</td>\n",
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 1411 |        "      <td>-0.065085</td>\n",
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 1413 |        "      <td>1.000000</td>\n",
 1414 |        "      <td>-0.069072</td>\n",
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 1416 |        "      <td>0.007933</td>\n",
 1417 |        "      <td>-0.074115</td>\n",
 1418 |        "      <td>-0.063796</td>\n",
 1419 |        "      <td>0.011116</td>\n",
 1420 |        "    </tr>\n",
 1421 |        "    <tr>\n",
 1422 |        "      <th>2000003</th>\n",
 1423 |        "      <td>-0.065547</td>\n",
 1424 |        "      <td>-0.061016</td>\n",
 1425 |        "      <td>-0.068301</td>\n",
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 1428 |        "      <td>-0.069231</td>\n",
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 1430 |        "      <td>1.000000</td>\n",
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 1433 |        "      <td>-0.073618</td>\n",
 1434 |        "      <td>-0.063368</td>\n",
 1435 |        "      <td>0.011041</td>\n",
 1436 |        "    </tr>\n",
 1437 |        "    <tr>\n",
 1438 |        "      <th>2000005</th>\n",
 1439 |        "      <td>-0.061377</td>\n",
 1440 |        "      <td>-0.057135</td>\n",
 1441 |        "      <td>-0.063956</td>\n",
 1442 |        "      <td>-0.063420</td>\n",
 1443 |        "      <td>-0.060536</td>\n",
 1444 |        "      <td>-0.064827</td>\n",
 1445 |        "      <td>-0.064679</td>\n",
 1446 |        "      <td>-0.064244</td>\n",
 1447 |        "      <td>1.000000</td>\n",
 1448 |        "      <td>0.007378</td>\n",
 1449 |        "      <td>-0.068935</td>\n",
 1450 |        "      <td>-0.059337</td>\n",
 1451 |        "      <td>0.010339</td>\n",
 1452 |        "    </tr>\n",
 1453 |        "    <tr>\n",
 1454 |        "      <th>3000000</th>\n",
 1455 |        "      <td>0.007528</td>\n",
 1456 |        "      <td>0.007007</td>\n",
 1457 |        "      <td>0.007844</td>\n",
 1458 |        "      <td>0.007778</td>\n",
 1459 |        "      <td>0.007424</td>\n",
 1460 |        "      <td>0.007951</td>\n",
 1461 |        "      <td>0.007933</td>\n",
 1462 |        "      <td>0.007879</td>\n",
 1463 |        "      <td>0.007378</td>\n",
 1464 |        "      <td>1.000000</td>\n",
 1465 |        "      <td>0.008455</td>\n",
 1466 |        "      <td>0.007277</td>\n",
 1467 |        "      <td>-0.001268</td>\n",
 1468 |        "    </tr>\n",
 1469 |        "    <tr>\n",
 1470 |        "      <th>3000001</th>\n",
 1471 |        "      <td>-0.070332</td>\n",
 1472 |        "      <td>-0.065471</td>\n",
 1473 |        "      <td>-0.073287</td>\n",
 1474 |        "      <td>-0.072673</td>\n",
 1475 |        "      <td>-0.069369</td>\n",
 1476 |        "      <td>-0.074286</td>\n",
 1477 |        "      <td>-0.074115</td>\n",
 1478 |        "      <td>-0.073618</td>\n",
 1479 |        "      <td>-0.068935</td>\n",
 1480 |        "      <td>0.008455</td>\n",
 1481 |        "      <td>1.000000</td>\n",
 1482 |        "      <td>-0.067994</td>\n",
 1483 |        "      <td>0.011848</td>\n",
 1484 |        "    </tr>\n",
 1485 |        "    <tr>\n",
 1486 |        "      <th>3000002</th>\n",
 1487 |        "      <td>-0.060539</td>\n",
 1488 |        "      <td>-0.056355</td>\n",
 1489 |        "      <td>-0.063083</td>\n",
 1490 |        "      <td>-0.062555</td>\n",
 1491 |        "      <td>-0.059710</td>\n",
 1492 |        "      <td>-0.063942</td>\n",
 1493 |        "      <td>-0.063796</td>\n",
 1494 |        "      <td>-0.063368</td>\n",
 1495 |        "      <td>-0.059337</td>\n",
 1496 |        "      <td>0.007277</td>\n",
 1497 |        "      <td>-0.067994</td>\n",
 1498 |        "      <td>1.000000</td>\n",
 1499 |        "      <td>0.010198</td>\n",
 1500 |        "    </tr>\n",
 1501 |        "    <tr>\n",
 1502 |        "      <th>4000001</th>\n",
 1503 |        "      <td>0.010549</td>\n",
 1504 |        "      <td>0.009820</td>\n",
 1505 |        "      <td>0.010992</td>\n",
 1506 |        "      <td>0.010900</td>\n",
 1507 |        "      <td>0.010404</td>\n",
 1508 |        "      <td>0.011142</td>\n",
 1509 |        "      <td>0.011116</td>\n",
 1510 |        "      <td>0.011041</td>\n",
 1511 |        "      <td>0.010339</td>\n",
 1512 |        "      <td>-0.001268</td>\n",
 1513 |        "      <td>0.011848</td>\n",
 1514 |        "      <td>0.010198</td>\n",
 1515 |        "      <td>1.000000</td>\n",
 1516 |        "    </tr>\n",
 1517 |        "  </tbody>\n",
 1518 |        "</table>\n",
 1519 |        "</div>"
 1520 |       ],
 1521 |       "text/plain": [
 1522 |        "          1000000   1000001   1000002   1000004   2000000   2000001   2000002  \\\n",
 1523 |        "1000000  1.000000 -0.058293 -0.065252 -0.064706 -0.061763 -0.066141 -0.065989   \n",
 1524 |        "1000001 -0.058293  1.000000 -0.060742 -0.060233 -0.057494 -0.061569 -0.061428   \n",
 1525 |        "1000002 -0.065252 -0.060742  1.000000 -0.067424 -0.064358 -0.068920 -0.068762   \n",
 1526 |        "1000004 -0.064706 -0.060233 -0.067424  1.000000 -0.063819 -0.068343 -0.068186   \n",
 1527 |        "2000000 -0.061763 -0.057494 -0.064358 -0.063819  1.000000 -0.065235 -0.065085   \n",
 1528 |        "2000001 -0.066141 -0.061569 -0.068920 -0.068343 -0.065235  1.000000 -0.069699   \n",
 1529 |        "2000002 -0.065989 -0.061428 -0.068762 -0.068186 -0.065085 -0.069699  1.000000   \n",
 1530 |        "2000003 -0.065547 -0.061016 -0.068301 -0.067728 -0.064648 -0.069231 -0.069072   \n",
 1531 |        "2000005 -0.061377 -0.057135 -0.063956 -0.063420 -0.060536 -0.064827 -0.064679   \n",
 1532 |        "3000000  0.007528  0.007007  0.007844  0.007778  0.007424  0.007951  0.007933   \n",
 1533 |        "3000001 -0.070332 -0.065471 -0.073287 -0.072673 -0.069369 -0.074286 -0.074115   \n",
 1534 |        "3000002 -0.060539 -0.056355 -0.063083 -0.062555 -0.059710 -0.063942 -0.063796   \n",
 1535 |        "4000001  0.010549  0.009820  0.010992  0.010900  0.010404  0.011142  0.011116   \n",
 1536 |        "\n",
 1537 |        "          2000003   2000005   3000000   3000001   3000002   4000001  \n",
 1538 |        "1000000 -0.065547 -0.061377  0.007528 -0.070332 -0.060539  0.010549  \n",
 1539 |        "1000001 -0.061016 -0.057135  0.007007 -0.065471 -0.056355  0.009820  \n",
 1540 |        "1000002 -0.068301 -0.063956  0.007844 -0.073287 -0.063083  0.010992  \n",
 1541 |        "1000004 -0.067728 -0.063420  0.007778 -0.072673 -0.062555  0.010900  \n",
 1542 |        "2000000 -0.064648 -0.060536  0.007424 -0.069369 -0.059710  0.010404  \n",
 1543 |        "2000001 -0.069231 -0.064827  0.007951 -0.074286 -0.063942  0.011142  \n",
 1544 |        "2000002 -0.069072 -0.064679  0.007933 -0.074115 -0.063796  0.011116  \n",
 1545 |        "2000003  1.000000 -0.064244  0.007879 -0.073618 -0.063368  0.011041  \n",
 1546 |        "2000005 -0.064244  1.000000  0.007378 -0.068935 -0.059337  0.010339  \n",
 1547 |        "3000000  0.007879  0.007378  1.000000  0.008455  0.007277 -0.001268  \n",
 1548 |        "3000001 -0.073618 -0.068935  0.008455  1.000000 -0.067994  0.011848  \n",
 1549 |        "3000002 -0.063368 -0.059337  0.007277 -0.067994  1.000000  0.010198  \n",
 1550 |        "4000001  0.011041  0.010339 -0.001268  0.011848  0.010198  1.000000  "
 1551 |       ]
 1552 |      },
 1553 |      "execution_count": 29,
 1554 |      "metadata": {},
 1555 |      "output_type": "execute_result"
 1556 |     }
 1557 |    ],
 1558 |    "source": [
 1559 |     "corrdf.corr()"
 1560 |    ]
 1561 |   },
 1562 |   {
 1563 |    "cell_type": "code",
 1564 |    "execution_count": 30,
 1565 |    "metadata": {},
 1566 |    "outputs": [
 1567 |     {
 1568 |      "data": {
 1569 |       "image/png": 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\n",
 1570 |       "text/plain": [
 1571 |        "<Figure size 1440x432 with 2 Axes>"
 1572 |       ]
 1573 |      },
 1574 |      "metadata": {
 1575 |       "needs_background": "light"
 1576 |      },
 1577 |      "output_type": "display_data"
 1578 |     }
 1579 |    ],
 1580 |    "source": [
 1581 |     "plt.figure(figsize=(20,6))\n",
 1582 |     "sns.heatmap(corrdf.corr()).set_title('Account Correlation')\n",
 1583 |     "plt.show()"
 1584 |    ]
 1585 |   },
 1586 |   {
 1587 |    "cell_type": "code",
 1588 |    "execution_count": 31,
 1589 |    "metadata": {},
 1590 |    "outputs": [
 1591 |     {
 1592 |      "data": {
 1593 |       "text/html": [
 1594 |        "<div>\n",
 1595 |        "<style scoped>\n",
 1596 |        "    .dataframe tbody tr th:only-of-type {\n",
 1597 |        "        vertical-align: middle;\n",
 1598 |        "    }\n",
 1599 |        "\n",
 1600 |        "    .dataframe tbody tr th {\n",
 1601 |        "        vertical-align: top;\n",
 1602 |        "    }\n",
 1603 |        "\n",
 1604 |        "    .dataframe thead th {\n",
 1605 |        "        text-align: right;\n",
 1606 |        "    }\n",
 1607 |        "</style>\n",
 1608 |        "<table border=\"1\" class=\"dataframe\">\n",
 1609 |        "  <thead>\n",
 1610 |        "    <tr style=\"text-align: right;\">\n",
 1611 |        "      <th></th>\n",
 1612 |        "      <th>Year</th>\n",
 1613 |        "      <th>Month</th>\n",
 1614 |        "      <th>Cost Centre</th>\n",
 1615 |        "      <th>Account</th>\n",
 1616 |        "      <th>Account Description</th>\n",
 1617 |        "      <th>Account Type</th>\n",
 1618 |        "      <th>Amount</th>\n",
 1619 |        "      <th>Period</th>\n",
 1620 |        "      <th>Day</th>\n",
 1621 |        "      <th>Date</th>\n",
 1622 |        "    </tr>\n",
 1623 |        "  </thead>\n",
 1624 |        "  <tbody>\n",
 1625 |        "    <tr>\n",
 1626 |        "      <th>9</th>\n",
 1627 |        "      <td>2019</td>\n",
 1628 |        "      <td>Jan</td>\n",
 1629 |        "      <td>CC100</td>\n",
 1630 |        "      <td>3000000</td>\n",
 1631 |        "      <td>Cash at Bank</td>\n",
 1632 |        "      <td>Asset</td>\n",
 1633 |        "      <td>476.713</td>\n",
 1634 |        "      <td>1</td>\n",
 1635 |        "      <td>1</td>\n",
 1636 |        "      <td>2019-01-01</td>\n",
 1637 |        "    </tr>\n",
 1638 |        "    <tr>\n",
 1639 |        "      <th>22</th>\n",
 1640 |        "      <td>2019</td>\n",
 1641 |        "      <td>Jan</td>\n",
 1642 |        "      <td>CC101</td>\n",
 1643 |        "      <td>3000000</td>\n",
 1644 |        "      <td>Cash at Bank</td>\n",
 1645 |        "      <td>Asset</td>\n",
 1646 |        "      <td>464.197</td>\n",
 1647 |        "      <td>1</td>\n",
 1648 |        "      <td>1</td>\n",
 1649 |        "      <td>2019-01-01</td>\n",
 1650 |        "    </tr>\n",
 1651 |        "    <tr>\n",
 1652 |        "      <th>35</th>\n",
 1653 |        "      <td>2019</td>\n",
 1654 |        "      <td>Jan</td>\n",
 1655 |        "      <td>CC102</td>\n",
 1656 |        "      <td>3000000</td>\n",
 1657 |        "      <td>Cash at Bank</td>\n",
 1658 |        "      <td>Asset</td>\n",
 1659 |        "      <td>-296.261</td>\n",
 1660 |        "      <td>1</td>\n",
 1661 |        "      <td>1</td>\n",
 1662 |        "      <td>2019-01-01</td>\n",
 1663 |        "    </tr>\n",
 1664 |        "    <tr>\n",
 1665 |        "      <th>48</th>\n",
 1666 |        "      <td>2019</td>\n",
 1667 |        "      <td>Jan</td>\n",
 1668 |        "      <td>CC200</td>\n",
 1669 |        "      <td>3000000</td>\n",
 1670 |        "      <td>Cash at Bank</td>\n",
 1671 |        "      <td>Asset</td>\n",
 1672 |        "      <td>750.000</td>\n",
 1673 |        "      <td>1</td>\n",
 1674 |        "      <td>1</td>\n",
 1675 |        "      <td>2019-01-01</td>\n",
 1676 |        "    </tr>\n",
 1677 |        "    <tr>\n",
 1678 |        "      <th>61</th>\n",
 1679 |        "      <td>2019</td>\n",
 1680 |        "      <td>Jan</td>\n",
 1681 |        "      <td>CC201</td>\n",
 1682 |        "      <td>3000000</td>\n",
 1683 |        "      <td>Cash at Bank</td>\n",
 1684 |        "      <td>Asset</td>\n",
 1685 |        "      <td>187.647</td>\n",
 1686 |        "      <td>1</td>\n",
 1687 |        "      <td>1</td>\n",
 1688 |        "      <td>2019-01-01</td>\n",
 1689 |        "    </tr>\n",
 1690 |        "    <tr>\n",
 1691 |        "      <th>...</th>\n",
 1692 |        "      <td>...</td>\n",
 1693 |        "      <td>...</td>\n",
 1694 |        "      <td>...</td>\n",
 1695 |        "      <td>...</td>\n",
 1696 |        "      <td>...</td>\n",
 1697 |        "      <td>...</td>\n",
 1698 |        "      <td>...</td>\n",
 1699 |        "      <td>...</td>\n",
 1700 |        "      <td>...</td>\n",
 1701 |        "      <td>...</td>\n",
 1702 |        "    </tr>\n",
 1703 |        "    <tr>\n",
 1704 |        "      <th>4156</th>\n",
 1705 |        "      <td>2021</td>\n",
 1706 |        "      <td>Dec</td>\n",
 1707 |        "      <td>CC201</td>\n",
 1708 |        "      <td>3000000</td>\n",
 1709 |        "      <td>Cash at Bank</td>\n",
 1710 |        "      <td>Asset</td>\n",
 1711 |        "      <td>413.616</td>\n",
 1712 |        "      <td>12</td>\n",
 1713 |        "      <td>1</td>\n",
 1714 |        "      <td>2021-12-01</td>\n",
 1715 |        "    </tr>\n",
 1716 |        "    <tr>\n",
 1717 |        "      <th>4169</th>\n",
 1718 |        "      <td>2021</td>\n",
 1719 |        "      <td>Dec</td>\n",
 1720 |        "      <td>CC202</td>\n",
 1721 |        "      <td>3000000</td>\n",
 1722 |        "      <td>Cash at Bank</td>\n",
 1723 |        "      <td>Asset</td>\n",
 1724 |        "      <td>375.657</td>\n",
 1725 |        "      <td>12</td>\n",
 1726 |        "      <td>1</td>\n",
 1727 |        "      <td>2021-12-01</td>\n",
 1728 |        "    </tr>\n",
 1729 |        "    <tr>\n",
 1730 |        "      <th>4182</th>\n",
 1731 |        "      <td>2021</td>\n",
 1732 |        "      <td>Dec</td>\n",
 1733 |        "      <td>CC300</td>\n",
 1734 |        "      <td>3000000</td>\n",
 1735 |        "      <td>Cash at Bank</td>\n",
 1736 |        "      <td>Asset</td>\n",
 1737 |        "      <td>-492.546</td>\n",
 1738 |        "      <td>12</td>\n",
 1739 |        "      <td>1</td>\n",
 1740 |        "      <td>2021-12-01</td>\n",
 1741 |        "    </tr>\n",
 1742 |        "    <tr>\n",
 1743 |        "      <th>4195</th>\n",
 1744 |        "      <td>2021</td>\n",
 1745 |        "      <td>Dec</td>\n",
 1746 |        "      <td>CC301</td>\n",
 1747 |        "      <td>3000000</td>\n",
 1748 |        "      <td>Cash at Bank</td>\n",
 1749 |        "      <td>Asset</td>\n",
 1750 |        "      <td>-579.986</td>\n",
 1751 |        "      <td>12</td>\n",
 1752 |        "      <td>1</td>\n",
 1753 |        "      <td>2021-12-01</td>\n",
 1754 |        "    </tr>\n",
 1755 |        "    <tr>\n",
 1756 |        "      <th>4208</th>\n",
 1757 |        "      <td>2021</td>\n",
 1758 |        "      <td>Dec</td>\n",
 1759 |        "      <td>CC302</td>\n",
 1760 |        "      <td>3000000</td>\n",
 1761 |        "      <td>Cash at Bank</td>\n",
 1762 |        "      <td>Asset</td>\n",
 1763 |        "      <td>-282.056</td>\n",
 1764 |        "      <td>12</td>\n",
 1765 |        "      <td>1</td>\n",
 1766 |        "      <td>2021-12-01</td>\n",
 1767 |        "    </tr>\n",
 1768 |        "  </tbody>\n",
 1769 |        "</table>\n",
 1770 |        "<p>324 rows × 10 columns</p>\n",
 1771 |        "</div>"
 1772 |       ],
 1773 |       "text/plain": [
 1774 |        "      Year Month Cost Centre  Account Account Description Account Type  \\\n",
 1775 |        "9     2019   Jan       CC100  3000000        Cash at Bank        Asset   \n",
 1776 |        "22    2019   Jan       CC101  3000000        Cash at Bank        Asset   \n",
 1777 |        "35    2019   Jan       CC102  3000000        Cash at Bank        Asset   \n",
 1778 |        "48    2019   Jan       CC200  3000000        Cash at Bank        Asset   \n",
 1779 |        "61    2019   Jan       CC201  3000000        Cash at Bank        Asset   \n",
 1780 |        "...    ...   ...         ...      ...                 ...          ...   \n",
 1781 |        "4156  2021   Dec       CC201  3000000        Cash at Bank        Asset   \n",
 1782 |        "4169  2021   Dec       CC202  3000000        Cash at Bank        Asset   \n",
 1783 |        "4182  2021   Dec       CC300  3000000        Cash at Bank        Asset   \n",
 1784 |        "4195  2021   Dec       CC301  3000000        Cash at Bank        Asset   \n",
 1785 |        "4208  2021   Dec       CC302  3000000        Cash at Bank        Asset   \n",
 1786 |        "\n",
 1787 |        "       Amount  Period  Day       Date  \n",
 1788 |        "9     476.713       1    1 2019-01-01  \n",
 1789 |        "22    464.197       1    1 2019-01-01  \n",
 1790 |        "35   -296.261       1    1 2019-01-01  \n",
 1791 |        "48    750.000       1    1 2019-01-01  \n",
 1792 |        "61    187.647       1    1 2019-01-01  \n",
 1793 |        "...       ...     ...  ...        ...  \n",
 1794 |        "4156  413.616      12    1 2021-12-01  \n",
 1795 |        "4169  375.657      12    1 2021-12-01  \n",
 1796 |        "4182 -492.546      12    1 2021-12-01  \n",
 1797 |        "4195 -579.986      12    1 2021-12-01  \n",
 1798 |        "4208 -282.056      12    1 2021-12-01  \n",
 1799 |        "\n",
 1800 |        "[324 rows x 10 columns]"
 1801 |       ]
 1802 |      },
 1803 |      "execution_count": 31,
 1804 |      "metadata": {},
 1805 |      "output_type": "execute_result"
 1806 |     }
 1807 |    ],
 1808 |    "source": [
 1809 |     "df[df['Account']==3000000]"
 1810 |    ]
 1811 |   },
 1812 |   {
 1813 |    "cell_type": "code",
 1814 |    "execution_count": 32,
 1815 |    "metadata": {},
 1816 |    "outputs": [
 1817 |     {
 1818 |      "data": {
 1819 |       "text/html": [
 1820 |        "<div>\n",
 1821 |        "<style scoped>\n",
 1822 |        "    .dataframe tbody tr th:only-of-type {\n",
 1823 |        "        vertical-align: middle;\n",
 1824 |        "    }\n",
 1825 |        "\n",
 1826 |        "    .dataframe tbody tr th {\n",
 1827 |        "        vertical-align: top;\n",
 1828 |        "    }\n",
 1829 |        "\n",
 1830 |        "    .dataframe thead th {\n",
 1831 |        "        text-align: right;\n",
 1832 |        "    }\n",
 1833 |        "</style>\n",
 1834 |        "<table border=\"1\" class=\"dataframe\">\n",
 1835 |        "  <thead>\n",
 1836 |        "    <tr style=\"text-align: right;\">\n",
 1837 |        "      <th></th>\n",
 1838 |        "      <th>Year</th>\n",
 1839 |        "      <th>Month</th>\n",
 1840 |        "      <th>Cost Centre</th>\n",
 1841 |        "      <th>Account</th>\n",
 1842 |        "      <th>Account Description</th>\n",
 1843 |        "      <th>Account Type</th>\n",
 1844 |        "      <th>Amount</th>\n",
 1845 |        "      <th>Period</th>\n",
 1846 |        "      <th>Day</th>\n",
 1847 |        "      <th>Date</th>\n",
 1848 |        "    </tr>\n",
 1849 |        "  </thead>\n",
 1850 |        "  <tbody>\n",
 1851 |        "    <tr>\n",
 1852 |        "      <th>12</th>\n",
 1853 |        "      <td>2019</td>\n",
 1854 |        "      <td>Jan</td>\n",
 1855 |        "      <td>CC100</td>\n",
 1856 |        "      <td>4000001</td>\n",
 1857 |        "      <td>Accounts Payable</td>\n",
 1858 |        "      <td>Liability</td>\n",
 1859 |        "      <td>980.0</td>\n",
 1860 |        "      <td>1</td>\n",
 1861 |        "      <td>1</td>\n",
 1862 |        "      <td>2019-01-01</td>\n",
 1863 |        "    </tr>\n",
 1864 |        "    <tr>\n",
 1865 |        "      <th>25</th>\n",
 1866 |        "      <td>2019</td>\n",
 1867 |        "      <td>Jan</td>\n",
 1868 |        "      <td>CC101</td>\n",
 1869 |        "      <td>4000001</td>\n",
 1870 |        "      <td>Accounts Payable</td>\n",
 1871 |        "      <td>Liability</td>\n",
 1872 |        "      <td>200.0</td>\n",
 1873 |        "      <td>1</td>\n",
 1874 |        "      <td>1</td>\n",
 1875 |        "      <td>2019-01-01</td>\n",
 1876 |        "    </tr>\n",
 1877 |        "    <tr>\n",
 1878 |        "      <th>38</th>\n",
 1879 |        "      <td>2019</td>\n",
 1880 |        "      <td>Jan</td>\n",
 1881 |        "      <td>CC102</td>\n",
 1882 |        "      <td>4000001</td>\n",
 1883 |        "      <td>Accounts Payable</td>\n",
 1884 |        "      <td>Liability</td>\n",
 1885 |        "      <td>-980.0</td>\n",
 1886 |        "      <td>1</td>\n",
 1887 |        "      <td>1</td>\n",
 1888 |        "      <td>2019-01-01</td>\n",
 1889 |        "    </tr>\n",
 1890 |        "    <tr>\n",
 1891 |        "      <th>51</th>\n",
 1892 |        "      <td>2019</td>\n",
 1893 |        "      <td>Jan</td>\n",
 1894 |        "      <td>CC200</td>\n",
 1895 |        "      <td>4000001</td>\n",
 1896 |        "      <td>Accounts Payable</td>\n",
 1897 |        "      <td>Liability</td>\n",
 1898 |        "      <td>980.0</td>\n",
 1899 |        "      <td>1</td>\n",
 1900 |        "      <td>1</td>\n",
 1901 |        "      <td>2019-01-01</td>\n",
 1902 |        "    </tr>\n",
 1903 |        "    <tr>\n",
 1904 |        "      <th>64</th>\n",
 1905 |        "      <td>2019</td>\n",
 1906 |        "      <td>Jan</td>\n",
 1907 |        "      <td>CC201</td>\n",
 1908 |        "      <td>4000001</td>\n",
 1909 |        "      <td>Accounts Payable</td>\n",
 1910 |        "      <td>Liability</td>\n",
 1911 |        "      <td>784.0</td>\n",
 1912 |        "      <td>1</td>\n",
 1913 |        "      <td>1</td>\n",
 1914 |        "      <td>2019-01-01</td>\n",
 1915 |        "    </tr>\n",
 1916 |        "    <tr>\n",
 1917 |        "      <th>...</th>\n",
 1918 |        "      <td>...</td>\n",
 1919 |        "      <td>...</td>\n",
 1920 |        "      <td>...</td>\n",
 1921 |        "      <td>...</td>\n",
 1922 |        "      <td>...</td>\n",
 1923 |        "      <td>...</td>\n",
 1924 |        "      <td>...</td>\n",
 1925 |        "      <td>...</td>\n",
 1926 |        "      <td>...</td>\n",
 1927 |        "      <td>...</td>\n",
 1928 |        "    </tr>\n",
 1929 |        "    <tr>\n",
 1930 |        "      <th>4159</th>\n",
 1931 |        "      <td>2021</td>\n",
 1932 |        "      <td>Dec</td>\n",
 1933 |        "      <td>CC201</td>\n",
 1934 |        "      <td>4000001</td>\n",
 1935 |        "      <td>Accounts Payable</td>\n",
 1936 |        "      <td>Liability</td>\n",
 1937 |        "      <td>804.0</td>\n",
 1938 |        "      <td>12</td>\n",
 1939 |        "      <td>1</td>\n",
 1940 |        "      <td>2021-12-01</td>\n",
 1941 |        "    </tr>\n",
 1942 |        "    <tr>\n",
 1943 |        "      <th>4172</th>\n",
 1944 |        "      <td>2021</td>\n",
 1945 |        "      <td>Dec</td>\n",
 1946 |        "      <td>CC202</td>\n",
 1947 |        "      <td>4000001</td>\n",
 1948 |        "      <td>Accounts Payable</td>\n",
 1949 |        "      <td>Liability</td>\n",
 1950 |        "      <td>-1018.0</td>\n",
 1951 |        "      <td>12</td>\n",
 1952 |        "      <td>1</td>\n",
 1953 |        "      <td>2021-12-01</td>\n",
 1954 |        "    </tr>\n",
 1955 |        "    <tr>\n",
 1956 |        "      <th>4185</th>\n",
 1957 |        "      <td>2021</td>\n",
 1958 |        "      <td>Dec</td>\n",
 1959 |        "      <td>CC300</td>\n",
 1960 |        "      <td>4000001</td>\n",
 1961 |        "      <td>Accounts Payable</td>\n",
 1962 |        "      <td>Liability</td>\n",
 1963 |        "      <td>-1020.0</td>\n",
 1964 |        "      <td>12</td>\n",
 1965 |        "      <td>1</td>\n",
 1966 |        "      <td>2021-12-01</td>\n",
 1967 |        "    </tr>\n",
 1968 |        "    <tr>\n",
 1969 |        "      <th>4198</th>\n",
 1970 |        "      <td>2021</td>\n",
 1971 |        "      <td>Dec</td>\n",
 1972 |        "      <td>CC301</td>\n",
 1973 |        "      <td>4000001</td>\n",
 1974 |        "      <td>Accounts Payable</td>\n",
 1975 |        "      <td>Liability</td>\n",
 1976 |        "      <td>-612.0</td>\n",
 1977 |        "      <td>12</td>\n",
 1978 |        "      <td>1</td>\n",
 1979 |        "      <td>2021-12-01</td>\n",
 1980 |        "    </tr>\n",
 1981 |        "    <tr>\n",
 1982 |        "      <th>4211</th>\n",
 1983 |        "      <td>2021</td>\n",
 1984 |        "      <td>Dec</td>\n",
 1985 |        "      <td>CC302</td>\n",
 1986 |        "      <td>4000001</td>\n",
 1987 |        "      <td>Accounts Payable</td>\n",
 1988 |        "      <td>Liability</td>\n",
 1989 |        "      <td>-1020.0</td>\n",
 1990 |        "      <td>12</td>\n",
 1991 |        "      <td>1</td>\n",
 1992 |        "      <td>2021-12-01</td>\n",
 1993 |        "    </tr>\n",
 1994 |        "  </tbody>\n",
 1995 |        "</table>\n",
 1996 |        "<p>324 rows × 10 columns</p>\n",
 1997 |        "</div>"
 1998 |       ],
 1999 |       "text/plain": [
 2000 |        "      Year Month Cost Centre  Account Account Description Account Type  \\\n",
 2001 |        "12    2019   Jan       CC100  4000001    Accounts Payable    Liability   \n",
 2002 |        "25    2019   Jan       CC101  4000001    Accounts Payable    Liability   \n",
 2003 |        "38    2019   Jan       CC102  4000001    Accounts Payable    Liability   \n",
 2004 |        "51    2019   Jan       CC200  4000001    Accounts Payable    Liability   \n",
 2005 |        "64    2019   Jan       CC201  4000001    Accounts Payable    Liability   \n",
 2006 |        "...    ...   ...         ...      ...                 ...          ...   \n",
 2007 |        "4159  2021   Dec       CC201  4000001    Accounts Payable    Liability   \n",
 2008 |        "4172  2021   Dec       CC202  4000001    Accounts Payable    Liability   \n",
 2009 |        "4185  2021   Dec       CC300  4000001    Accounts Payable    Liability   \n",
 2010 |        "4198  2021   Dec       CC301  4000001    Accounts Payable    Liability   \n",
 2011 |        "4211  2021   Dec       CC302  4000001    Accounts Payable    Liability   \n",
 2012 |        "\n",
 2013 |        "      Amount  Period  Day       Date  \n",
 2014 |        "12     980.0       1    1 2019-01-01  \n",
 2015 |        "25     200.0       1    1 2019-01-01  \n",
 2016 |        "38    -980.0       1    1 2019-01-01  \n",
 2017 |        "51     980.0       1    1 2019-01-01  \n",
 2018 |        "64     784.0       1    1 2019-01-01  \n",
 2019 |        "...      ...     ...  ...        ...  \n",
 2020 |        "4159   804.0      12    1 2021-12-01  \n",
 2021 |        "4172 -1018.0      12    1 2021-12-01  \n",
 2022 |        "4185 -1020.0      12    1 2021-12-01  \n",
 2023 |        "4198  -612.0      12    1 2021-12-01  \n",
 2024 |        "4211 -1020.0      12    1 2021-12-01  \n",
 2025 |        "\n",
 2026 |        "[324 rows x 10 columns]"
 2027 |       ]
 2028 |      },
 2029 |      "execution_count": 32,
 2030 |      "metadata": {},
 2031 |      "output_type": "execute_result"
 2032 |     }
 2033 |    ],
 2034 |    "source": [
 2035 |     "df[df['Account']==4000001]"
 2036 |    ]
 2037 |   },
 2038 |   {
 2039 |    "cell_type": "markdown",
 2040 |    "metadata": {},
 2041 |    "source": [
 2042 |     "# 3. Data Preparation"
 2043 |    ]
 2044 |   },
 2045 |   {
 2046 |    "cell_type": "code",
 2047 |    "execution_count": 33,
 2048 |    "metadata": {},
 2049 |    "outputs": [],
 2050 |    "source": [
 2051 |     "import numpy as np"
 2052 |    ]
 2053 |   },
 2054 |   {
 2055 |    "cell_type": "code",
 2056 |    "execution_count": 34,
 2057 |    "metadata": {
 2058 |     "scrolled": true
 2059 |    },
 2060 |    "outputs": [
 2061 |     {
 2062 |      "data": {
 2063 |       "image/png": 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\n",
 2064 |       "text/plain": [
 2065 |        "<Figure size 1440x432 with 1 Axes>"
 2066 |       ]
 2067 |      },
 2068 |      "metadata": {
 2069 |       "needs_background": "light"
 2070 |      },
 2071 |      "output_type": "display_data"
 2072 |     },
 2073 |     {
 2074 |      "data": {
 2075 |       "image/png": 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\n",
 2076 |       "text/plain": [
 2077 |        "<Figure size 1440x432 with 1 Axes>"
 2078 |       ]
 2079 |      },
 2080 |      "metadata": {
 2081 |       "needs_background": "light"
 2082 |      },
 2083 |      "output_type": "display_data"
 2084 |     },
 2085 |     {
 2086 |      "data": {
 2087 |       "image/png": 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\n",
 2088 |       "text/plain": [
 2089 |        "<Figure size 1440x432 with 1 Axes>"
 2090 |       ]
 2091 |      },
 2092 |      "metadata": {
 2093 |       "needs_background": "light"
 2094 |      },
 2095 |      "output_type": "display_data"
 2096 |     },
 2097 |     {
 2098 |      "data": {
 2099 |       "image/png": 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\n",
 2100 |       "text/plain": [
 2101 |        "<Figure size 1440x432 with 1 Axes>"
 2102 |       ]
 2103 |      },
 2104 |      "metadata": {
 2105 |       "needs_background": "light"
 2106 |      },
 2107 |      "output_type": "display_data"
 2108 |     },
 2109 |     {
 2110 |      "data": {
 2111 |       "image/png": 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\n",
 2112 |       "text/plain": [
 2113 |        "<Figure size 1440x432 with 1 Axes>"
 2114 |       ]
 2115 |      },
 2116 |      "metadata": {
 2117 |       "needs_background": "light"
 2118 |      },
 2119 |      "output_type": "display_data"
 2120 |     },
 2121 |     {
 2122 |      "data": {
 2123 |       "image/png": 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\n",
 2124 |       "text/plain": [
 2125 |        "<Figure size 1440x432 with 1 Axes>"
 2126 |       ]
 2127 |      },
 2128 |      "metadata": {
 2129 |       "needs_background": "light"
 2130 |      },
 2131 |      "output_type": "display_data"
 2132 |     },
 2133 |     {
 2134 |      "data": {
 2135 |       "image/png": 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\n",
 2136 |       "text/plain": [
 2137 |        "<Figure size 1440x432 with 1 Axes>"
 2138 |       ]
 2139 |      },
 2140 |      "metadata": {
 2141 |       "needs_background": "light"
 2142 |      },
 2143 |      "output_type": "display_data"
 2144 |     },
 2145 |     {
 2146 |      "data": {
 2147 |       "image/png": 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nnnsu//t//29uvvlmoFIS+OUvf5kzzjiD3bt3T20biUT45je/yWWXXcamTZsIBAJ8/OMfn9fzLJY5WhpUOzvrrLPsE0880ephiIiIiIiIiLSlHTt2TAVBfN+SLpQxBiJBh6DT6NwSWaj169fzxBNPsHbt2qY95/T3SI0x5klr7Vmzba93jYiIiIiIiMgyUPYtxoDBUPb8o+8gMouGNtsWERERERERkfZQ8nwCxmBMJah0pGbQ0hr1WlmtkZSRJCIiIiIiIrLE+b7Fr2Yk1Xh+57a6kdZRIElERERERERkiSv7FmYkHymQJIuhQJKIiIiIiIjIElcra6sJGEPJ8+nkBbikNRRIEhEREREREVnCfN/i20PL2owBa0FJSbJQCiSJiIiIiIiILGFzlrCZ5pS3OY7D1q1b2bhxI5dddhnZbLbhzzndT37yEx555JEF7fOFL3yBE044ga1bt059xePxBo2wsyiQJCIiIiIiIrKEzSxrq6mVtzVaV1cX27dv57nnniMUCnHLLbcccr+1Ft9vzDjK5fKiAkkA119/Pdu3b5/6WrlyZQNG2HkUSBIRERERERFZoqy1lGes1lZjDHi2UvbWLG9+85vZtWsX/f39nHbaaVx33XVs27aNgYEBbr/9djZt2sTGjRv5zGc+M7VPT08Pf/zHf8y2bdt4+9vfztjYGAC7d+/moosu4swzz+TNb34zL774IgDXXHMNf/RHf8R5553H5Zdfzi233MLNN9/M1q1b+dnPfsaGDRsolUoAJJNJ1q9fP/X70fz1X/81H/7whwH4xS9+wcaNG8lms3zhC1/gd37ndzj//PM55ZRT+PrXvz61z5e//GXOPvtsNm/ezOc//3mAqdf/0Y9+lNNPP50LLriAXC4HwFe/+lV+7dd+jc2bN3PFFVcAkMlk+PCHP8zZZ5/NGWecwb333gvA888/zznnnMPWrVvZvHkzO3fuXPS/zXy5DX8GEREREREREWkJ3zIVRPrLf93BiyOpQ+63FgIBM3NBt3n7tdf08fl3nT6vbcvlMj/84Q+56KKLAHjppZf45je/yd/+7d8yNDTEZz7zGZ588klWrVrFBRdcwD333MMll1xCJpNh27Zt/NVf/RU33ngjf/Znf8bf/M3fcO2113LLLbdwyimn8Oijj3Ldddfx4IMPAvDyyy/z4x//GMdx+MIXvkBPTw+f+tSnAHjb297G/fffzyWXXMI//dM/8d73vpdgMHjYeG+++Wb+8R//EYBVq1bxH//xH3zyk5/kbW97G3fffTdf/OIX+fu//3ui0SgAzz77LD//+c/JZDKcccYZ/NZv/RbPPfccO3fu5LHHHsNay8UXX8xDDz3ESSedxM6dO7n99tv5+te/zvvf/35+8IMf8IEPfIAvfelL7N27l3A4PFVO98UvfpHzzz+fb3zjG8Tjcc455xze8Y53cMstt/CJT3yCq666imKxiOd5i/yXnD8FkkRERERERESWKM+3s5a1TWetxRxlm2ORy+XYunUrUMlI+t3f/V2GhoY4+eSTef3rXw/A448/ztve9jbWrVsHwFVXXcVDDz3EJZdcQiAQ4PLLLwfgAx/4AJdeeinpdJpHHnmEyy67bOp5CoXC1M+XXXYZjuPMOp6PfOQj3HTTTVxyySV885vfPCR7aLrrr79+KvhUEwgE+Na3vsXmzZv52Mc+xhvf+Map+9797nfT1dVFV1cX5513Ho899hgPP/wwP/rRjzjjjDMASKfT7Ny5k5NOOokNGzZM/V3OPPNM+vv7Adi8eTNXXXUVl1xyCZdccgkAP/rRj7jvvvv4yle+AkA+n2f//v284Q1v4Itf/CKDg4NceumlnHLKKUf75zhmCiSJiIiIiIiILEH5knfIam1/8t9OO3wjWylv6wm7DQsm1XokzdTd3f3KMBZQXmeMwfd9Vq5cOevjznzsmd74xjfS39/PT3/6UzzPY+PGjfN+boCdO3fS09PD0NDQYeOa+bu1lj/5kz/hYx/72CH39ff3Ew6Hp353HGeqtO3+++/noYce4r777uPP//zPef7557HW8oMf/IDXve51hzzOaaedxrnnnsv999/PhRdeyD/8wz9w/vnnL+j1LJR6JImIiIiIiIgsQcncPPr+VGMfXhP7JM3m3HPP5ac//Snj4+N4nsftt9/OW9/6VgB83+euu+4C4Pvf/z5vetOb6OvrY8OGDdx5551AJRD1zDPPzPrYvb29pFKHlvRdffXVXHnllXzoQx9a0DgTiQSf+MQneOihh5iYmJgaF8C9995LPp9nYmKCn/zkJ5x99tlceOGFfOMb3yCdTgNw4MABRkdH53x83/cZGBjgvPPO46abbiIej5NOp7nwwgv52te+NhVwe/rppwHYs2cPv/RLv8Qf/uEfcvHFF/Pss88u6PUshgJJIiIiIiIiIkvQcCI3a5Pt2XheawNJr371q/nLv/xLzjvvPLZs2cK2bdt497vfDVSyi55//nnOPPNMHnzwQT73uc8B8L3vfY/bbruNLVu2cPrpp081oJ7pXe96F3ffffdUs22olM7FYjGuvPLKOcdUa9Bd++rv7+f666/nuuuu49RTT+W2227jhhtumAoMnXPOOfzWb/0Wr3/96/nsZz/La17zGi644AJ++7d/mze84Q1s2rSJ973vfYcFtabzPI8PfOADbNq0iTPOOIPrr7+elStX8tnPfpZSqcTmzZvZuHEjn/3sZwG444472LhxI1u3buXFF1/k6quvXvgff4HMQtLH2s1ZZ51ln3jiiVYPQ0RERERERKStFMoej+yeYHVxjFNmlEPNZG3lqyfSnt1venp6pjJ66uWuu+7i3nvv5bvf/W5dHm9mQ+9OsmPHDk477dCyR2PMk9bas2bbvj3fJSIiIiIiIiKyaIlsCeaZN2IM+L7F8y1OoHFNt9vFH/zBH/DDH/6Qf/3Xf231UDqSAkkiIiIiIiIiS8xIMk805MA82iQBYGjbQFK9s5G+9rWv1fXxoJKRtFyoR5KIiIiIiIjIElIs+0xminQFnXnvEzCGsuc3cFSyVCiQJCIiIiIiIrKEJKqrtdWWo59Pb2RjKiu3+R3cR1kWbjF9sxVIEhEREREREVlCDibzr2QjOUHiscl5Bwx8X4Gk5cJay8TEBJFIZEH7qUeSiIiIiIiIyBJRLPtMpAusioYAMD1rGJ+cYHxs/Kj7WmsJBAxBRzkny0UkEuHEE09c0D4KJImIiIiIiIgsEcl8CcsrZW0m4GL6jp/Xvp5vSeRLvPFX1hJow6bb0h4UZhQRERERERFZIkYSeSLu/JtsT+cEDJ61pArlOo9KlhIFkkRERERERESWgJLnM54uEA0tLpAE4BhDLFOs46hkqVEgSURERERERGQJSM5YrW0xusMuI8l8vYYkS5ACSSIiIiIiIiJLwMFknvAiy9pqgk6AfMkjW1R5m8xOgSQRERERERGRDlf2fMaOsaxtulp2k8hMCiSJiIiIiIiIdLhkvoy1EDiGsraaaFDlbTI3BZJEREREREREOtzBZJ6wU59spEgwQDxbolj26/J4srQokCQiIiIiIiLSwcqez1iqQDRcn0BSrVl3Kq/yNjlcQwNJxpjrjTHPG2OeM8bcboyJGGM2GGMeNcbsNMbcYYwJVbcNV3/fVb1/fSPHJiIiIiIiIrIUJPNlfGvrUtZWE3ICjKcLdXs8WToaFkgyxpwA/CFwlrV2I+AAVwD/C7jZWnsKEAN+t7rL7wIxa+2vADdXtxMRERERERGRIxhL1a+srSYachlLFfB9W9fHlc7X6NI2F+gyxrhAFBgGzgfuqt7/beCS6s/vrv5O9f63G1PHcKqIiIiIiIjIEuP5ltFUga46rdZW4wQMZd+SLpbr+rjS+RoWSLLWHgC+AuynEkBKAE8CcWtt7Z04CJxQ/fkEYKC6b7m6/ZpGjU9ERERE2ounWW8RkQVL5kp4vsUJ1D8PI2AMsXSx7o8rna2RpW2rqGQZbQBeA3QDvznLprUzhtne9YedTRhjrjXGPGGMeWJsbKxewxURERGRFsoWyzw9EKPsaYUgEZGFGE3lCTmNubTvDrmMJPMNeWzpXI0sbXsHsNdaO2atLQH/DPw6sLJa6gZwIjBU/XkQeC1A9f4VwOTMB7XW3mqtPctae9a6desaOHwRERERaZb9k1lGkwWSeZVQiIjMV62sLRpyj77xIoTcALmSR67oNeTxpTM1MpC0H3i9MSZa7XX0duAF4D+A91W3+SBwb/Xn+6q/U73/QWut8ptFRERElrhMocxwPM+qrhAjiVyrhyMi0jFS+caVtdUYIJlTeZu8opE9kh6l0jT7KeAX1ee6FfgM8EfGmF1UeiDdVt3lNmBN9fY/Am5o1NhEREREpH3sn8wSdAJ0hx3GUgWKZZW3iYjMx2iqQDDQ2DW0IkFH5W1yiMbkv1VZaz8PfH7GzXuAc2bZNg9c1sjxiIiIiEh7SRfKjCRyrOkOY4zBAvFskeP6Iq0emohIW/N8y2gyT0842NDn6Qo6TGaLlDyfYIN6MUln0btARERERFpm/0SGkONQ6YRQuWAZVnmbiMhRpfNlSl5jy9oAjDEYIKUedlKlQJKIiIiItEQlGylPb+SVJPmuoMNkpkS+pMauIiJHMpbONy1DKOgEGE8XmvJc0v4USBIROQL1/BcRaZx9ExkiwVeykaA6820gllFjVxGRufi+ZSSRpyfc0G41U6Ihl9FkHt/XubEokCQickQvDCWJZ3UxIyJSb6l8idFkYdaLoO6Qy4G4yttEROaSypcpN3i1tumcgKHsW9JFlbeJAkkiInNK5EoMxnO6mBERaYB9ExnCbuCQbKSaSNAhnS+TK6q8TURkNuPpAm6DV2ubKWAMcWWLCgokiYjMqX88Q18kyGiyoF4dIiJ1lMyXGE0Vj1iSYQxMZNSPQ0RkJt+3DDexrK2mO+Qyksg39TmlPSmQJCIyi0SuxESmUnIRMDCW0sWMiEi99I9n6HKdWbORanrCQQ7EcupVJyIyQ6pQpuz7TStrqwm5AbJFT9miokCSiMhs+sczRIOVWZ7eSJCBWFbNBUVE6iCZLzGeLtATOfJMesgNkCt5ZHTBIiJyiPFU88vaphhI5lTettwpkCQiMkMtG6m7mi4cdAIUyz6JXKnFIxMR6Xx7xzN0BedXjuEEDBPKCBURmWKtZSSZpzvktOT5u4IOB3VcXvYUSBIRmaF/4pVspJqw6zAYy7ZoRCIiS0MiV2IiPftKbbPpDrkcSKi8TUSkJlUoU/J8XKc1l/JdQYfJTJGS57fk+aU9KJAkIjJN7SKne8ZFTnfIYTxdVNNtEZFj0L+AbCSoZIQWSj7JvJabFhEBmEgXcI7QX67Rar3tUjouL2sKJImITDNbNhJUPjTVdFtEZPES2VcWMViIoBNgLKVVgkRErLUMxfOHTXg2WzAQYDytc+LlTIEkEZGqubKRatR0W0Rkcay17BlPzxqoP5qecGW5aU/HXhFZ5tKFMsWyT7BFZW013WGX0WRB58TLmAJJIiJV/RNHLrkIOgEKarotIrJgiVyJWLa0qFl0J2Ao+5ZUXsdeEVneJtJFnEDrytpqKsdln0xR5W3LlQJJIiJULnIm59EANqKm2yIiC1LJRsoc0wpDISfAwaTK20Rk+bLWMpzILbg8uFEcY4hnFeBfrhRIEhGhko0UmUfJhZpui4gsTCJXIpEtEg0t/uKnO+xyMFmgvARWCbLWckBl0iKyQOlCmUKp9WVtNV0hh5FErtXDkBZpj3ehiEgLzTcbCV5puj2qmXERkaOy1rJrLH1MQSSAgDH41i6J0uJErsSO4dSSeC0i0jyxTBHHaX1ZW03YdcgUPU2uLlMKJInIsjffbKSaStPtnGaTRUSOIp4tkcqVjjmQBJXS4uFE5wfx945nMAaGNJMvIvM0tVpbHY6l9ZZUUHxZUiBJRJa1hWQj1QSdAEXPJ64PThGROVlr2T1+7NlINdGQw3i6QLHcueVtlabjRdb1hBlNFSiUNZMvIkeXKXrky17blLXVdAUdRpSlvyy11ztRRKTJFpqNVNPlOhxQ020RkTnF6piNBJXSYmshni3W5fFaobY6qDGGADCR6tzXIiLNM5ku4Jj2KWur6Qo6xLLFJdG/ThZGgXPoxOQAACAASURBVCQRWbYWk41UEw05TGSWTtPtTKGsmXERqRtrLXtG03SHgnV93GjIYSjemSVhyXyJyXRx6jOnO+wyEMtircqkRWRuldXa8nULytdTLcCfypdbPRRpMgWSRGTZWmw2EtSabpsl0XTb8y2/GEywdzzT6qGIyBIRy5ZIFcp0hZy6Pm405BLLljoyiL9/IkPYfeXUO+w65IoeqYIuwERkbtmiR67oEXLb89I9GAgwni60ehiz8nxLRsfYhmjPd6OISIMdSzZSTU/YZf9k5zfdHk3myZU8huM50vqwFZFjZK1l92jqmI6vRxIwldWLOkm6UGY0efhnjusElsSEhIg0zmSmSCDQfmVtNd1hl4PJQttlV/q+5cXhJM8OJvA6/Fy9HSmQJCLL0rFkI9UEnQAlv7Obbpc8n91jaVZ0BQk5DvsnlJUkIsdmMlMkXfSIBOubjVQTDbkc6LDytoHJLGHXwczocdITdhlO5NVfRETmNBTPteVqbTVOwFD2/LaajLTW8vJoitFUgXzJ6+jeeu1KgSQRWXbqkY1U0+U6DHZw0+0DsRxl3xJ0AvRGKjNKqXznBsZEpLV837J7LE1PAy96IkGHdKFMttg+Fy1HkimUGUnk6Y0c/jdxAgbPtx09ISEijZMtlsm2cVlbTSBgiGfb4zhWyYpNMxTPsaY7RDTksG+yc8/V21V7vyNFRBqgHtlINdGQw2SmSK7Yef068iWP/okMK7tCQKXvU8R12KesJBFZpIlMgXShcdlINQFjmEh3xgzzYCxL0Akclo1U0xV0GNRFjojMYjJTpI2r2qZEQw4H26RMd99EhoFYjrXdYYwxREMuiWxJE6V1pkCSiCwr9cxGgleabo+l2uPDcyH6JzK4AYMz7QylJ+IymiqQ1IetiCyQ71v2jGXobVBvpOm6q+Vt7daTY6Zc0WMoPns2Uk2tgXgnTkiISGMNx3N0N+GYeqzCbiVTtNULIQxMZtk7nmF1d+iQ4H3QCTCc6Lxz9XamQJKILCv1zEaq6e3AptupfInheI6+yOFLc3cFXa3gJiILNp4ukG1gb6TpQm6AXLHcVj05ZnMgnsV1KhMOR+IEOnNCQkQaJ1sskyl6hN3GH1PrJdnCMt3heI6XR1OsioYPO+b2RlyG4zkKZQXs60WBJBFZNuqdjVTjOgHKHdZ0e+94hojrzlpq0RN2mUgXSLRJrbuItD/ft+wZzxwx86benDZechoq5cMDsdkD9jP1hF0G4501ISEijRXPlOiAqrYpEddhNNWaY/JoMs+O4SSru0KHZNrX1AJLYy0a31KkQJKILBuNyEaqibgOAx3SdDuWKTKeLtJzhAu+7pDLnvF025eNiEh7GE8XyJXKTZ057w27DMXzbRt8GYrncM3Rs5GgUnZRLPuk8u2dYSUizTOUyBFt49XaZuoKOUxkCk1fhXIiXeD5oSQroyFcZ+7wRm8kyP7JbNt+ZnQaBZJEZFloVDZSTTTkEOuAptu+X1nJ4mgrKkVDLvFsiUQHZVmJSGvUVmrrDR8986aeXCdAyfNJtWF5W6HsMTCZpXce2Ug1ISfAUCLXwFGJSKfIFT3S+XJTSoXrJWAM1tLUkuNEtsSzgwn6IkGCRwgiQSVgXyh3VgVBO2tYIMkY8zpjzPZpX0ljzCeNMauNMf9ujNlZ/b6qur0xxnzVGLPLGPOsMWZbo8YmIstPI7ORoHOabo+nC6QKZbpCRz8xiYYcdo0pK0lEjmw8XSBfbk0fDzcQaMvj7ki8MqbZSizm0h12GU3mKZabO5svIu0nlinSUXVtVW4TS45T+RLbB2L0hF1C7vzCGtGgw36tTlwXDQskWWtfstZutdZuBc4EssDdwA3AA9baU4AHqr8D/CZwSvXrWuDvGjU2EVleGp2NVFNruu21acps2fPZOZqeV78OqGQlpXIlYuqVJCJz8KrZSH3hUEuevyfsMpLIt9Vxt1j22TeZZUXXwv4mAWOwQCyjHh4iy91QMkd3B5W11XSHHA4mCw2fhMwUymwfiNMVdBeUtVVbJbPdF2roBM0qbXs7sNtauw94N/Dt6u3fBi6p/vxu4Du24ufASmPMq5s0PhFZwhqdjVRTK7No13Kw4USekufPe9YGoDsUZM+ospJEZHbjqTz50sKOK/XkBAxl37Z0paCZDibzWGsXlI1U0x1yGYipvE1kOcuXOq+srcZ1ApTKPpkGtnrIFT2eGYwTcgLzyrCfyQ0YRlRGfMya9al/BXB79efjrbXDANXvx1VvPwEYmLbPYPW2QxhjrjXGPGGMeWJsbKyBQxaRpaBZ2Ug1XcH2bLpdKHvsHU+zYgH9OqDSODFVLDPRxisjiUhreL5l93hm3lmOjRJ2HEaS7VHeVvJ8+icW/zeJBB1S+bJmy0WWsVim2IlVbVMCAUM8W2zIY+dLHs8OxjHWLLoReW8kyIF4TmXEx6jhgSRjTAi4GLjzaJvOctthU+DW2luttWdZa89at25dPYYoIktYs7KRaqIhh8l0+zXdHpjMAeaIq1nMpSfksnsso1UuROQQY9V+Pq3KRqqJhh1GU/mmrxQ0m4PJSpndYo61NW7AMNomgTGRVil7PjuGE6Ty7ZNt2CxDiXxHrdY2U1fQYSRR/2NYsezz3GACz7dHXHn4aJxApSn4eEqTpMeiGZ/8vwk8Za09WP39YK1krfp9tHr7IPDaafudCAw1YXwiskQ1OxsJKk23nTa7CMgWywxMZlnRtfgZ8mzRa1rzRBFpf+2SjQSvrBTU6rLisufTX4e/SW8kyFC8ffvtiTTD3vEMB2J5ntwXYzCWXTYl9vmSRypf6siytppaZmW+VL9J1ZLn89yBOPmyt6DVMOfSGw6yfzKrSdJj0IxA0pW8UtYGcB/wwerPHwTunXb71dXV214PJGolcCIii9HsbKSa3nClx0W7XAT0j2cIOgECZvGJ0r0Rlz3jykoSkYra6mJHW265WSKuw3ADZsAXYixVoOTZY/6bOAFDybMtD4yJtEosU2R/LMtxvWFWdoV4+WCK54YSdQ1MtKtEg0rCms0YSOXrU6Lr+ZYXhpKkC96CFzGYS8gNkCt5Os4eg4Z++htjosBvAP887eYvAb9hjNlZve9L1dv/FdgD7AK+DlzXyLGJyNLWimykmlrT7UbVhy9EIldiJJmn7xhSgAHCrkO+pKwkkeUyK34kZc9nz3hm0VmOjRANOYynCxTKrbnQ9HzL3on6/U26gg6DbdhvT6TRimWf54cTrIgEp7K81/VESObKPNE/SSzT+nOrRhpK5Im2YBK03iKuU5fsfN+3vDicJJYtsipa39VBu4IO+3WcXbSGvkuttVlgzYzbJqis4jZzWwv8XiPHIyLLR6uykWqiIYfBeI41PeGWjcHayrLc0aCLOYZspJrecJBdY2nW9IQXtRqRSKerpNYniAQdNqzt7ujSg2MxmixQLPttUdZWUzvGJbIljutr/r/LRLpAoeTTG67P3yQacphIF8mXvGX7PpPlafdYGutXJrCm64sEKZQ9nh6IsX5NNyev6V5y5yL5kkc8W2JtC88d66Ur5DCRKeL5i1vBEirnsS+PphhNFRryN6kcZwtki+WO7knVKu2RjywiUkeJXImJFmUj1URDbsubbk+kCySyRbrr9HcIuQGKZb+t+j+JNEsttT5ZPb48vneS4Xhu2ZV7lj2fPRPptspGqokGXQ7Em7+ks+9Xgvb1DKwZYzAGZYHKsjKazDMcz815fAm7Dmu6w+yfzPL0QIxscWmtbpjMlajDvF9bCBiDb+2im6Vba9k9mmY4kWNNd30zkWqMqSxCMxzXee1iKJAksgSo1OJQ/RMZutogLbiVK+94vmXXWIaeOs2O1/RFguwZz7TF6kgizeL7lpdGKqn1q7vDrOgK0R12eXEkxdMDsWW1VPtIMk+5Dn2AGqEr5JDIlZreR6VSUlf/1et6w0EGYzl9xsuykC95vDSSYmU0dMQs6oAxrOkOUypbHts7ycEW90arp+FEjq4llIHoBgJMpBdXirhvIsNALMeaaLguWfVz6Q0HORDPUdJ57YK131mAiCzI/okMT/THiGWKOtkEkvnWZyPV9IRdBmLZljTdHk3myRXrXxIRrPZ/Gk1qllyWB2stu8ZSHEwWWNP9Smp90AmwtqdyMfP43kn2jKWXfIC1VKdVyRptcpEXLovh+5a94xm6G1AWEXID5IoeyTo1rBVpV9ZaXj6YIhAw8w5S94Rd+iJBnh9KsGM42fGBgELZI5YtLalAUnfIYSSZX/D1ycBklr3jGVZ3HzmoWA9OoJI5NZ7See1CKZAk0sEGJrPsGkvjW8v2gRjPDiYWnUK6VPSPt0c2EtSabtumN90ueT67xxpXelLJSkp3/EmbyHzsHc8wGMvPmVrfHXZZ3R1iYDLLY/2TTC7hRrAHk3nKfntmI9V0h1wOxJvXPDWWLZJtYB+joBPgoMqJZYkbSeQZTxcXHKSuBfTHUgWe7J8k2cHnwIlsZeyNDpw0U23xmcwC2jwMx3PsHE2xKho+ptWGF6In7LJ/MqsJ+QVq3zMBETmioViOlw+mWB0NEw25rO2JkC14PL53khdHkstiidSZkvkS422SjVQTDTV/5Z0DsVxDL/aCToCybxlZQunkIrMZmMzSP55hzVFmRQPGsLo7TMgJsH0gzgtLcJnqkuezdzzDijbPRooEHdIFrym9U6y17B3L0NPAJq09YZeRRF6Be1myssUyLx1MsWqRk1/GGFZFQwRMgCf7YwxMZjuyd91wMr+kspFqDJCY54TqWCrPjpHKtU0zG6mHXYdcqUwi17mByFZQIEmkA43Ec+w4mGRN96EH2p6Iy9qeMOOpAj/fM8G+8cyyOvlsp2ykmmjIJZYpNa0hZL7k0T+RYWVXYxoT1qyIBOmfyFAsL5/3lywvI/EcL4+mWN09/1nRsOuwridMLFvi0T0TDMWWTjPukUQe37e4bZyNVOMETFPKFOLZEqlCqaGrqtXKLpb6kueyPFX6z6UIO84xH1u6Qg6roiF2jaX4xYHOCuYXyz6xTHFJBpKiIZeRebRDmEwXeO5AkpVdwZasxhd2XQYmmzvx2+na/2xARA4xmszzwkiK1V2hWQ+0xhhWdIVY2RWifzLDo3smlsXKQu2YjVTjBEzTegrtm8jgBkzDP4RdJ4DvW0YSzV8h6VgksqWOTn2X5hhP5XlhODnncfZo+iJB+iJBXh5N8dT+WMe/54pln/6J9u+NVNMTdhmKL7wvx0JYa9kznm7KktHRoMtgC1ajE2m0A/Ec8WyJnkh9/h85AcPa7gjpQpnH+yeZ6JBVDxO5EtYurbK2mkjQIZkrUSjPHdhLZEs8M5igLxJsWel0d8hhItPa1ZY7jQJJIh1kLJXnuQMJVnYFjzpz4wTMVNnbSwdTPF7t3bFU63/bMRuppifsMtiEptvpQpmheK5pF3srukL0T2SOeHLQTuLZIk/tj7FjKNmSBujSGeLZIr84kGRlNHRMM+SuE2BNdxjPtzyxd5Jdo53bV2wkkeuYbCSolN/mS15DV9NL5Eokc+WmBJK6Qg6JbHHJLXUuy1sqX2L3WJpV0fpnUPdFgkSDLtsH4+waTbftZ77nWxK5EoOxLNHQ0stGmi6Zm/34lcqX2D4Qoyfs1n3ly4UwxuAYw0hSQfv56owzAhFhopbyGQ0tKFofrF7MBIzhmYEY2wfiHT87PlM7ZyNB5YKy7De+6faesTQR123ajJYTMFgLQx0wUx7PFnl6f5y+SJBs0WNUzWtlFql8iWcG4vRG3LrNikZDLmt6whyIZXls7yRjqcZmytRbJRspy4oGl8vWmxMwjDcwG6EyedG8Cz83EGBMq2XKEuH5lpeGU3QFnYZlUIfcAGu7wwzGsjy9P0amgYHlhciXPMZSBV4YSvCfu8arY/OWZFlbTSToMJY6/LwrUyizfSBOV9BtaInwfPVGggzGckt+BdZ6USBJpAPEs0WeHUywomvxKZ+RoMPangj5ks8T/TF2DCeXTPpmO2cj1XQFnYbWXscyRcbTxbqlh8/Xiq4Q+yeybd2LoBZE6o1UZrtWdAXZNZZWfyc5RKZQ5pnqCW3Yre8Jba0Zd8R1eO5AgueGEh1z/B2O5/CtbUnPimPRE3Y5EMs3pKw7kSsxmS3S3cTJi56wy8AS6rkly9v+yQzpYuMz+gLGsKY7TNmzPN4/yUg81/RAvl/NOto3nuGxPRP8fM8Ezw8lSObKrOgKsqY7zIqu4JIsa6uJVsvGpmeG5YoezwzGCTkButokG8sJGDzfLunVV+tJgSSRNpfIltg+EK9b3XBP2GVtd4jJTJFH906wd7yzL6jbPRupJhpyiWcb03Tb9y27R9MNXTloLk7AYIzhQKw9s5Li2SLbqxkmteBAsNrfqdmr6Un7ypcqJ7TBBp/QhtwAa3siJLNlHuufZGCy8SWvx6JY9tk32fjm/Y1QyQT1SeXrf8zdN9H8yYva69GqQtLpEtkSe8cyDSlpm0t32GVFJMgLI0l2DCcbft47Pevo4WrW0b7JLE6gUiWwpjtMd9ht2vL2rRYwlQBNuno8zpc8nh2MY6xpSnnwQnSHXPZNZDoqc7hV2utfTkQOkazWDXeH6ls3bIyhLxLE8y37J7IMxnL88toejl8R6bhZ507IRqpxAoaDyTwb1vbU9XHH0wVShTJre8J1fdz56osE2R/LcsKqrrZITa6pBWF7wodnmKyMhtg3keVVKyJtdxIjzVUoV05osRBtUkC6r6ty/N09lmY4keN1x/exItp+jayH4jmspeM+F2rcQICDqXxd/7apfInxdJF1LTjehh2H4USOVd2dF9gTASh5PjuGE/RGgk0PorhOpdRtIl0knpvk9NesYEVXfY4Nvm9JF8vEM0UOJvNkih7WVqoB+iKtWYWs3biBAOPpAl0hh+cGE3i+pbcNF3CIBB3G04VKxlgbfi63E2UkibSpVL7E9v0xoqHG1Q07gUq5RXfI5eXRSkPu8Q7q39Ep2Ug1vZEgB2K5umYglD2fXWPplq6m5AQMbsC0VYZPIlvi6WrzxtnKlALGEHQC9I9nWjA6aRclz+e5AwlKXvNPaJ1ApeQCa3hyf4yXDzZ+lnwhCmWPfROZjuuNNF1P2OVgMl/XY+7AZJZIixrCdocdRlOFjlngQGSmveNpCmW/ZZNOxphKr9FAgKf2TbJ/IrPoctF8yWM8XWDHcJL/3DXOU/sqWUemWk63tidMT9hVEKkqGnIYTeV5fihBvuy1ZRCpJuI6HOiA/p+t1hlXXyLLTK35XMRtTvO5WkPufMnjFwcSrIiG+OV1PXWbqWmUTspGgsqFY63p9po6zWYPJ/IUyz694db+W/VFggxM5jhhZbTlte5HCyLV9EVcRpJ5TlgZ1azTMuT5lheGkmQKXlNLLGbqCjlEggEOJgqMJgucenwv63rDTemX4fmWkudTKPuV7yWPbNEjUyyTLXgEjOnoi6Bav4tkrlSXLJ50oczBZL4SAGyB2ntiMl3k1Su7WjIGkcWazBQZjOVY26L/P9NFgg5BJ8DusQyxbInXvar3qOfbtayjRLbEwWSeVL6MMRB2HXqVdXRUQSfAZLZIybMt/cydj+6ww8Fknl9a191WmfbtpnOuwESWiWyxzNMDsZY0n4sEHSJBh0yhzFP7YhzfF2b92u62LP2pZSOt64m0eigLUmu6XY9AUqHssXc8zYo2mNWpZPgY9k9meN2r+lo2jkS2xPbB2cvZZjLG0B1y2TmW4syTVi3pRpdyKN+3vDSSJJYttiwoMF1tlrzk+Tw/lGR1d4hfOa7nmJs5lz2fkmcpej7Fsk++5JEreaQLZXJFj5LnU3vXWyBAJVPPdQxdQQe3TivXtVLYcRhJ5usSSBqMZQk6TkuPFT1hl8FYpSxXxyzpFIWyxwvDCfoi7dNU2gkY1vaESeZKPN4/yWmv6mVt76HnlIWyRypfZjxVYCxdwPMtjjF0hZyWtRPoZMf1NGeS5FiZ6iTKwUSek9d2t3o4bav9rg5FlrFc0WP7QBzXBFoavOkOu0RDDpOZEgeTk5y0OsprV0fr2qfpWHVaNlJNNOQyns6TrcNqJQOTOcC0zcVeXyTIcCLPa1dHW/L+rQWRokFn3qtuRUMuY+kCY6kCx/V1VlBSFsday66xFAeThba7EAg6Adb2hEnnyzy2d5JfWtvNCau65vw/XvIqmUSlsqXgeeSL1YyigkeuVKbs20MDRdWSTjdQCaIuhxn0aLhSTvErx/Uc04IV2WKZ4XieNS3uTxR2HcbTedKFcluXhojUWFtZEMRa6r4iZj30dQUpln2eGUxw8uoSx62ITGUdpQuV5tBhx6E3rKyjY9UJQaSa3rDLQLX/Z7ucZ7ebzrsKE1miaqsGGUxTlxSeizGGFV1BfGs5EM8xFM+xYV03r17R1fIP0k7NRqpxA4FjbrqdLZYZmMyyuo2arhpjcAMB9k9m+dUmZyUlcq8EkRaahrwiEmTnaJrV3SGdLCwDe8czDMbyrG2j/zsz9URcunyHvRMZhpN5fnldD9ZaskWPbKlSdpYreXgzAkWOeSWjqEcXPUAleGZt5RhxLIHDgcksQSfQFhdCQcfhYLKgQJJ0hLFUgZFEvu0C99OF3ADresIciOcYjOcImEpWZjtkrEpruE6AkmeZzBQ10TiH1l+tikgliDQQx2/DFQwCxrAqGqLs+ew8mGZgMsuvHNdDX1eQUItOqjs1G6mm1nT7pNXdi77Q6x/PEHQCbbd0bF/EZTie48RV0aY1QU/kSjy9v7K64WJq2UNugFShxFA8x0lrlMK8lA1MZukfz7CmA9Lra8248yWP54cSQCUI7QYqwaK+Fqx61Km6gg5D8dyiL2RzRY+heL5tAvc9YZfhRI71a6IKfktby5c8XhpJsTIaavtjrjGVBWhEanrCLvsnsk3rW9hpOvdKTGSJKJS9tl4Gs8atllwUyh7PDyUBCBjoDgXpDjv0hF26Qg4hN0DYdQg6piEH3U7PRoLKBWLJ94lli4u6sEnkSowk823RsHImYwwhx2H/RIZfe82Khj9fIldZ3XCxQaSalV0h9o5nOK4vosaKS9RIPMfLoynWdIc7KgATWUSWnRyqK+gwkSlSKHuLKq05EM/hOqZt3je1JuLxY8yyEmkkay0vH0xhqpmSIp0mEnQYTxdI5sttvwBRKyiQJNJCxbLPLwYTFDy/pcu3L0TYfaX/jG8rK/7EsiVGUwV8+8oSqrUgU0+kEmSKBB3CQYeQEzimXkv94xm63M4/dEWDLoOT2QVfBFhr2T2WJhp023Z2pDficjBZ4LWrSw0NjtaCSNFjDCJB5cIsEDDsm2hts3BpjPFUnheGk6yOhlTutQwZYzBAPFPk+BULW+0sX/IYjGXbbpWhrqDDgdjCP0NEmmUkkWc8XWSd3qPSwUJOgOFEToGkWXT+1ZhIhyp5Ps8diJMreazsaq8T1PkKGFMNLB1+Xy3INJkpcTBRwOeVIJMTMERDLr0Rl+6QQ1fIJeQGjhpkWgrZSDW1ptuZQnlBPbEm0gUS2SJr2/hvYIwh4jr0j2fYdOLKhjxHMl+/IFLNimrJ4WtWdrV1dqAsTDxb5BcHkqyMqgfWchYNugzG8wsOJA0nKv1S2iUbqaYr6DCZLZIrek1f4VXkaLLFMi8dTLFKF9/S4XojLiOJPOvXdCs7eAYFkkRaoFxd4jld8NpulrNeDgkyzZiMqgWZJlJFRjz/kCCTGzBEwy49YZeekEtkqlwusGSykWpcJ8BoKs+G8Pyabnu+ZddYhp5w+5+Y9URcxtJ5kvlS3bPtkvkST++rbxAJKgGwrpDLnrEMm09c0bYZXzJ/qXyJZwbi9EZclVYsc10hh4lMgXzJm/dxo1D2GJjM0hdpv8/pWpbVeLrAa1dHWz0ckSm+b9kxnCTsOAreS8erHWtHk3n10Zxh6VyRiXQIz7e8MJwkkS0u26Z+R8pk8vxXgkzDXh47LcjkW7skspFqesMLa7o9msyTK3odU8rQFXTZO5Zhy2vrl5XUiEyk6XrCLmOpPLFsqW0a68riZApltg/EiYbctlxyWlpjMl3kNavml5U0Es9jLW1bDtkbCTIYy3Liqi4FvqVtDMayJHPljjlXETmavkiQ/ZM5TlgVbdvPg1ZQmFikiTzf8uJwklhm+QaRjsYJGCJBh56Iy+ruEGu6w1NfSymIBJXXWvYtsWzxqNuWPJ/dY+mOqtHuCbtMZAoksqW6PF4tiNQVbEwQqaY3EuTlgyk83x59Y2lL+ZLHM4NxQk5AqegypSfsciCende2xbLPvsksK9q49DzoBCiUPZK5cquHIgJUskB3j2WWbLa9LE+uE6Dke/M6X19OFEgSaRLft7w0kmQsXVAQSaZ0BR0GJo9+YXMglqPs244rz+kOueweT2PtsQVlmhVEgsoqHfmSx8FEvqHPI41RKHs8OxgHW+lFJlITdh0yBY9M4eiBl4PJPNbatp99DjkOI8lcq4chMjVZGg05bf//RmShuoNB+icyrR5GW+msKxKRDuX7lpcOpjiYLLBGQSSZJhpySeRKR7ywyZc8+icyHdmUPRpySWSLJHKLz0pK5Us8sz/elCBSzYpIkN3jaYplvynPJ/VRWcQgQcmzapgus3IChol04YjblDyffROZjlhNtTvsMpzI61glLbdvIkOm6CmAL0tSV8ghlSuRytcny34pUCBJpMGstewaSzGSyLNGPVdkFk7AMJqaO/tl30QGN2A6doYvGnLZNba4rKRUvsT2/XHCrtPUEiXXCeD7dl7ZYtIePN/ywlCSTMHriACAtEZ32OVAPHfE49FYskDZtx3RKDhgDNZWVieU5jvWbNulIpEt0T+RVUmbLGlBx2EorgzQmvb/hBTpYNZado+mGYzlWNMdUjNMmVWt6XbZO3xGOV0oMxTPdfSFcTTkksqViC2wV9L0IFIrlrdeGQ2xfzJLtqj+I+2uVjocyxZ1ISNHziTOBQAAIABJREFUFHQC5Es+qTmyQMuez94OyUaq6Qm77FfQu+kSuRJP9MfYv8zLXUqezwvDCXrDLgGd58oS1hupZIAWyl6rh9IWFEgSaRBrLXvHM+yP5VjbHVYQSeZUa7odn6X8a89Ymojrdvz7pzsUZM/o/LOSWh1EgspMf8gJsGcs3ZLnl/mpZX2qdFjmyw0YxpKzl7eNpQqUPL+j+tFFgg6pfHlevZ/k2JU8n12jaZ7sn8TzLbtG08s6I2xvtQxcCxvIUlcLlI7O8fmx3HTOp6RIh9k3kaF/IqNMJJmXrqBz2IxyPFtkPF2kJ9L5/Qa6Qg6pYvmovUmgGkQaaG0QqaavK8hoqn4rz0n97R3PMBhT6bDMX0+1r5A/Y2VGz7cdl41U4zpHLpGW+pjMFHm8f5LBWJY1PWG6wy69kSDPDSXIl5ZflsJEusDAZE6ZoLJs9EWCDMSyh31+LEcNDSQZY1YaY+4yxrxojNlhjHmDMWa1MebfjTE7q99XVbc1xpivGvP/s3ff8XHf9eHHX9/bdzrtLcuSJVse8nYc2xl2pp09yIAUElpGoWWVVaCkJdBSSoEfG0KB0CaEkEDIns70IJ7xlC1Ze0uncXuvz++PkxwnXhp3ujvd5/l43EPS+cbH9uk73t/3UFoVRTmiKMqaRK5NkhKpe9RD+7CHwiy9TPOVJsSk0+A8pel2NCpotbgxz6KmlWadhrZhzzl3vu5AOBZEUic/iDQuS6ehxeKSBw0pqMfqpXNEBuylydGoVYSjUVz+d2fwjLoDBMPplY00zqzT0GfzEZHbqYTwhyI0Djg51GNHp1a96/jOoFWjoNA0mFn7iUA4QuOgk1yjVm5/pYyhVasIhKLYMjgLcVyi95Q/AV4SQiwGVgKNwNeA14QQdcBrYz8DXAfUjd0+Adyf4LVJUkL02ry0DrspkEEkaZLUKgWLM3ZFecQdwBUIp0wwJR4MWjXeYISRs2QluQNhDnbbUiqIBGM9ngLhs65bmnmhSJRWi4tmi0tua6Up0apUWE7J4IlGBe3DHsz69Azex4JjYloTMqXTCSEYcvrZ12Fl1B2gKEuHXnP6/inHoMXuDWbMePDxHqBCcMZ/D0mazUy606sIMlHCAkmKouQAm4AHAIQQQSGEHbgFeHDsYQ8Ct459fwvwkIjZDeQpilKeqPVJUrwJIei3+Tgx6KLApE/bCVtS8mTrtfTbffhDEVqH3WlZXnE+2QYN7SOnZyWNB5F0alVKBZHG5Rq1tAy5z9gQXZpZdm+Q/Z1Weu0+is1yWytNTZZeg8XpP5nBM+oJ4AtF0vqkWK+RE4XiyRsMc6TXwbF+J1l6DbnGc2c+5pt0dIx6GMmAEsNhVwCL00+eUZa0SZnHpNPg8IZwZ3hfukRmJNUCw8D/KopyUFGU3yqKkgWUCiEGAMa+low9fg7Qc8rze8fum/WEEBn/QUx3Tn+Igz12TlhcFGbJExtpasabbrcNxRpX6jTpV15xPnqNGn/o3VlJ7kCYQ2NBJFOKlvJp1SpCkag8SUuiUCRKi8XFgW4bGlWstESWU0hTpVYpRMYyeMaHY6RrNtK4LJ2aEXcgI3v1xFM0Kui1ednbYcUTCFNk1k+o3FGlKOQZdBwfcOILzt7/A38oQtOgk1wZRJIymEatYiDDjwkTeZaiAdYA9wshVgMe3iljO5MzHQ2eVmisKMonFEXZryjK/uHh4fisNMn8oShHeuwyHTkNjdfM7++0EQxFKZJXx6VpMmk19Nh85M7CbKRx2XotrcNuIlGBZyyIpE3hINK4PKOO9hGPPElLArs31uC23x6bgimnA0nxoNeoGXT4sHqCeIKRtP9cjQdWrW7Zu2OqXP4QB7pttFjc5Bl1ZE9yX6zTqNCq1Bzrd8zKDFYhBCcGXagVVVr2EpOkeMk2aOi3+wiGZ9/v+UQlcgvQC/QKIfaM/fw4scCSZbxkbezr0CmPn3vK8yuB/ve+qBDi10KItUKItcXFxQlb/EzzBiMc7bXLE5Q0EYpE6RzxsKt9FKsnSFGWjqw0v5IppQajTk1ZjgHNLD5A02lUBMNRukc9HEyTIBLEMhg0KiVjemCkglAkSrPFyYFuG1qVigKZhSTFkUmnZsgVoH3YQ5Y29bdBE5Gtj00UEiJzmj7HQzgSpWPEzb5OK5GomNaFQbNBgzsQpn3EHedVJt+A3Y/VEyTHOHsvdknSRIz3ZhxxZW7/zISdqQghBoEeRVEWjd11FXAceAb427H7/hZ4euz7Z4APj01v2wA4xkvgMoFWraBSFBpm6RWM2SIaFQzafezpGKVr1EO+UUeOQU6rkOIrE7LacgxamofcaRNEGpdj0DJg9+PyywzSRLONjdkesPtlFpKUEOMnAp5gKCV7s02FTqPCG4zgki0TJmy871r3qJfCLH1c9kkFJh29Nh8Wx+zpl+QJhGkecpEng0iSBEC2QUuX9dzTiGezRB+9fxb4g6IoOqAd+Aix4NWfFEX5GNAN3Dn22BeA64FWwDv22IySbdBi9QZoGXKzuCxbBidSjN0bpMXiwh0Mk2vQoTXM3owRSUo0rVpFRa4x2cuYNEVRMGjVtA65WTU3T26nEyA0lhnQY/ORo9eSnSVPWqTEyTPqZl32jlatwuLwz8qBDfEUDEdpH3HTZ49tawriuK1RFIU8o47GQSdZBk3a99+KRgVNg070GvWszpiWpMnQqlU4/CHsvhAFWZnXMyyhWzUhxCFg7Rn+6KozPFYAn07ketJBvlHHgMNPlk5NVWFWspcjEbsC0zbsZsQdxKzTUJRlSPaSJElKIrNew4jbHxsFnS23B/Fk8wRpHHQSjgiKZRmbNANiGaCz63Nm1msYcPipKcqSJ/1nIIRgxB3gxKALIUjYtkarVmHUqjnW52BNdX7a9hQSQtA+7MblD1OYpU/2ciQppZi0anqs3owMJKXnFm0WUxSFApOO1mEPo+7MrblMBYFwhBaLi70dVtz+MMVm/axJfZckaXrMei2tw56To8Ol6QmGY72QDvbEeiHlm849ZluSpLNTqxSiQmD1yKbb7+UPRTjW76Chz4FRqyEvwdsak05DIBybOJmOmW/RqKBlyEW3zUu+KfNOlCXpfEw6DVZPAE8GlhPLQFIKUqsUcg1aGvocGfmhTLbI2NjXPe2jDDr8FGRNfmqHJEmzm0Grxh+KMJii/S/S6YTFOtYLadARkL2QJClOjFo1fRk+mvpU0ahgwO5jT/sodm+YIrMBnWZmToPyTToszgD99tTcX5xNNCpoHnLRa4tNy1TJ4L4knZFGpWIgRY8HEym9C3ZnMZ1GhSGq5mifgzVV+TO2s8tk46nOrUNu/KEoeUatTAmXJOmscg1a2ofdFGXr0GtSI/gRCEdoH/Yw4g5Qkq2nONtAtkGTkiUV4/1J+u0+cgzalPk3lKTZwKTTMOoO4A2G02qgQSK4A2FaLC7sviB5Bl1Sju3yTTqaLS7MBg25adCsOhIVnBh0YnHGAvwyQ1SSzi7boKXP7qW60JSSx1uJktl7lhRn0mmw+4I0DTpZVpGLKo0nOflDETQqJWUDM05/iNYhNw5viGyDBrM+9XfykiQll0atQgA9Vh8LSsxJXYsQgmFXgBMWFxAbAT7qDp68QpZv0lGWoyfXpEuJjB+rJ0jjgDM2ZluepEhSQqhUCiOuAFWFmXm4H4kKeq1e2kc8GLTqpPa4VKsUzHoNx/odXFCdn9KB83AkyolBF8PuAEVm2RNJks5HrVIQAkZcAcrz0m+QzFRl5p4ljeQZdYx6ArSPeJJ+ojJVQ04/xwacKMQaQOYateSatBi1akw6TVJHnftDETpGPAw4/Ji0arnDnIBdbSNsaxnhK9cskmnOUsbLNWrptXkpzzWQlaSpPP5QhJYhF8OuAHlG3cmrYeMluUIIfKEIjYMuEJClV1OWayTPpMWs18xoEOfklCSbj1yjzEKSpEQy6zX02HxU5pvS+mLkZAkhcPrDNA048YUi5Jt0ST3WHGfQqgn4IjRbXCwtT80LxOFIlGP9TuzeoGysLUmTkK3X0mX1UpZryJiLYzKQlAbyTTq6rR7MOjVlaRblHHL6aehzkGfSoVEphCKxq+an1u2fGlwy6TQYteqE7/BDkSh9Nh8dox50ahVFWbKx60QIIXhodxe9Nh9Hlpaxam5espckSUmlUhS0KhUdI26WzZnZ34doVGBx+mm2uFCrVBSbz3y1XVEUTDrNyfKWQDhC50isUbhGraIsV0+RWY9Zr0lo1uioO0DjoBMRhWKzzEKSpETTqlU4fCGc/hB5SWiULIQgEI4SiQoEEBUCIWL3C8Hp9xELZERF7P5IVBAVIvZzdOxnIBKNnrwvevI+gRh7Tux1wazTpFwwJNeoY8Ttp8fqpbootaYzh8aCSA5vkIIU+3eTpFSn06hwukPYvSHyM2SCmwwkpQGVopBv1NE46MKoT4/aaoBh1ztBpPEr5DqN8q5+T0KIGQ0uRaOCIaef1hE3kYgg35gaV6nSxeFeB7222P/T1uODMpAkSUCOUYvF6acyPzhjJ2ueQJhmiwubN0i+cXI9P/Qa9clMoHAkyqAjQK/Nh0pRKMjSUZpjIMeoiVu2kMxCkqTkMWjU9Nv9Cd82BcNR/OEI/lAEpy+E0x/G4w8TG2wZC+4AvHPEpZxy7/g9CgqgKJwMNKuUsfuVsfvf871GPfYczdj9kPJB6nyjnrYRDzlGbcqccAbDUY722fEGIjKIJElTZNSq6bV5U+b3OtFkIClNaNQqzHoNR/vsrK0uSIkeF+cy7PJz9D1BpDNRFOWswaUhZ3yDSzZPkNYhF+5gmFyDDq0hNfs1pbLnjvSTa9RyUW0hrzZacPhCaRPYlKREytZrabW4WVOdn9ByhUhU0G/30TrkxqBRnzULaaI0ahW5xti2MCoEbn+YYZcDiAXIynL05Jl0mHTqKZ2cjbj8NFlcMgtJkpLEpFcz5PKzIGyOy+CWaFSMBYyieAJhHL4QDl+IUCR68jFalQqdRkWOUStL4M9ArVLIMcT6Ja2dl/xj+kA4wtEeB/5wJCmZa5I0W5h0akbcwYwZcjD7/4aziEGrHks7dbCyMi9lG1ePjAeRjOcOIp3NZINLeSYtuUYdRp36jMElTyBM+4ibYVcQs06T1GaL6czi9LOv08odF8xl44IiXjo2yBsnhrh11ZxkL02Sks6oUzPi8cempeUkZhvj8oc4MRALhiei54dKUcjSa072evKHIrQOuREC9FoVZbkGCkx6zIbz97Ybnx434PCTa9DKyaOSlCTjgRyrJ0BZ7sTbIwghCEai+INRfKEwTn8Ypy+EJxBhPMNIpSjoNSpMWjUag7yoNBl6jZpAKErjgJMVlXlJy473hyIc6bUTighyjTKIJEnToSixLMkBu5/5adrbeDJkICnNZBu0WD0BWobcLC7LTrmruyMuP0emEUQ6m3MFlyxjZRnjTg0uObxBemw+9BoVxbKR9rS82DAAwLVLyyjO1rOoNJutxwa5ZWVFyn0OJSkZcg06modc5GfFd/sXjkTpsXnpGPGQNYM9Pwxa9ckr5bG+cn66Rr1oVAqFZj0l2XqyzxAkOjULSfafk6Tky9Jp6LF6zxpICkei+MNR/KEIbn8sy8jlDxGO1aWhADq1Gp1GRb5JK3+n4yTHqGXEHaAjSQN1fMEIh3vtRKOCHBkIlKS4yNZr6Xf4qCo0xfVYMBWdN5CkKMprQoirznefNHPyTToG7H7Meg1zC0zJXs5Jo+4AR/uccQ8inc3ZgkvBSPRkcEk91vNDplZPTyAcYesxCxtqCynOjp3Ebllays9eb6Vp0MWS8pwkr1CSkk+rVhHxC/ptvrg1UXV4QzQOOvGHIhRm6ZO2LdOeUgIXiQrsnhAWpx+AfJOW0pzY1Lpem48Bh49cg05mIUlSijBo1Yy4Azj9IXRqFf5QBG8ggsMfK0vzhyInH6tRqdCpVZj1WtlDcgYUZOnoGvWQa9RQnD1zGfPeYJhDPXYUlJMTPs8mKgTH+hwsm5Mrg4iSdB5qlUI0KvAGIuSaZvdx0FkDSYqiGAATUKQoSj7v9MfLASpmYG3SWShjwZGWITcmnZrCFMi0GXUHONLrINeoTWr0VVGUdzWSleJje/MwrkCYG1e886u/cUExv93RwcvHBmUgSZLG5Bp1dIx6KM01TKvvRTAcpXPUTY/VR45Bm1KTh9QqBbNBgxkNQgj8oShNg66Tf1aUJXshSVKq0apVHOiyjbWzFiiKglatQq9RkZUBvTxSlUpRyDfpON7v5MIazYz0VXEHwhzqsaFRVCdLmc/lpYZB7t/Wxr3XL2FDbWHC1ydJaU/htGECs9G5zvg/CbwNLB77On57GvhF4pcmnYtapZBr0HKs34EnEE7qWqwpEkSSEkMIwXNHBqguMLGs4p2AkVGnZlNdETtbR5L+GZSkVKFWKWhUCp2jnim/xogr1o9swO6n2KxPeiPWc1EUBaNOTWGWnsIsPXlGWcomSako16ilwKSjIEtHQZaefJMOs14jj9tSgFatQqdRc7zPSfiUpuWJ4PKHONhlQ6uaWBApEI7w2P4eALa3DCd0bZIkpZez7j2EED8RQtQAXxZC1AohasZuK4UQP5/BNUpnodOo0KnVNPQ5CIYTu+M5G6s7wOFeBzkGGUSarRoHXbSPeLhhRflpJ4hblpYRCEflwYUknSLHoKXf7sfpD03qeYFwhMYBJ0f6nOg1KgpkZo8kSXEktyepy6zX4AmFaR12J+w9HL4QB7ps6DXqCWc+vXh0EKsnyIISM3s7rO8qg5QkKbOd98xfCPEzRVEuVhTlg4qifHj8NhOLk84vS68hGIlywuIkGp3ZFDqbJ3gyiCR7Ycxezx/pJ0un5opFJaf9WV2JmXmFJrYesyRhZZKUmhRFwaRV0zbkRojzb5eFEAw5/eztsDLqDlCUpZPluZIkSRkm36ij3+Zj8JTpxPFi9wY51GPHpNNg1E1s/+ILRvjz2z2smpvHRy+pIRCOsq/TGve1SZKUns579q8oyu+BHwCXAheO3dYmeF3SJOQZdYy4gnRMo5RissZ3SDKI9A6HL8SAI/47/2SyeoL8tW2Uq5eUnrG8RlEUttSX0Trspi2BV9EkKd1k6TXYvSFG3YFzPs4XjNDQ76Ch30GWTkOuLA2TJEnKSMpYv6TGQReuSWa0novVHeBgt50snXpSpdLPHunH6Q9z9/pq6stzKMjSyQx0SZJOmkgEYC1wiRDiU0KIz47dPpfohUmTMz71weLwJ/y97N4gB7vtZBs0Mog0ZtDp5/OPHeILjx2K684/2V5qGCAaFVy/vPysj7liUQlatcLW4zIrSZJOlW3Q0DLkJnKGbNFoNDbdbW/HKE5vmGKzQZYHS5IkZTiNWoVJp+ZYvzMubStGXP6T1QOTyXR1B8I8cbCXdfMKWFSWjVqlcOmCIvZ32mRfTEmSgIkFkhqAskQvRJoelaKQb9RxfMA56b4ck+HwhjjUEwsiydKLmCGnn3ufPIovGMYbjPCXA33JXlJchCJRXjo2yAXV+VTkGc/6OLNBwyXzi9h2YkjWzkvSKfQaNf5Q9LRMRU8gzOFeOyeGnOQYtOQYzz16WZIkScocJp2GUDhKi8U1ofLosxly+k8Ow5nshd+nDvbhCUT40Pqqk/dtqismHBXsbh+d8pokSZo9JrJVKQKOK4rysqIoz4zfEr0wafI0ahVmvYYjvfaEnNA7vCEO9tgw62UQadyIO8C9TzXgCYT59q3LuWxhMc8e6cfqCSZ7adO2q20UmzfEDSvOno00bsvSMjzBCG+1jczAyiQpfeQZtXQMewiEI0Sigu5Rz1jD0ihFWQY0MgtJkiRJeo88kw6LK0DfFPslDdp9NPQ7yTPpJp3t6vCFeOZwP5cuKKK22Hzy/oWlZkqy9Wxvkcd6kiTBRFr2fzPRi5Dix6BVEwxHOdbvYGVlXtxOUhy+EId67TKIdIpRd4CvP3kUpz/Ef9yyjAUlZj64voodrSM8uq+bT12+INlLnJbnjvRTnmtgTVX+eR+7rCKHilwDW49buHJx6QysTpLSw/g2uGPYg9sfxhUIk2/SoVbJPkiSJEnS2RWYdDRbXGTrteSaJp652mvzcsLiosCom9J5wONv9xIIR/jguqp33a8oCpvqinnyUB8OX4hcmU0rSRltIlPbtp3pNhOLk6Ymx6jF7Y+NEJ1OSuw4hy9WzmbSqmUQaYzNE+Tepxqwe0N866alLCzNBqA818iW+lK2HrekdePt1iE3jYMublhejmoCjX8VRWHL0jKO9TvpsXlnYIWSlD5yjFr67D4iQlBk1ssgkiRJknReapVCtl5LQ7+DQHhilQY9Vi8nBl0UmvRTCiKNugO8cHSAyxeWMLfAdNqfb6wrIhIV7GqT5W2SlOkmMrXNpSiKc+zmVxQloiiKcyYWJ01dvknHgN1Pr216wQyHL8Shbhsm7eQmPcxmdm+Qe586yqgnwH031bO4POddf37XhVWoVQqP7OlO0gqn74WjA+g1Kq5aMvHsoisXlaBWKbwim25L0ruoFIWSbAMm3USSgKWJiArBAzvbOdrnSPZSJEmSEmb82LtpwEX0DIMbxgkh6Bxx02JxUZg19QsWf367l4gQ/M17spHG1RRlMSfPyA45vU2SMt5EMpKyhRA5YzcDcDvw88QvTZqO8RGiLRYXtin263H6x4JIOo0MIo1x+EL829MNWFwBvnHjUpZW5J72mIIsHTetqGBb8zCdI54krHJ6nL4Q25qHuXJxCWb9xE9887N0rJtXwOtNQ4Qi0580IkmSdDYvNgzy1KF+fr+7K9lLkSRJSqgcgxarJ0iX9czHlEIIOkY8tI94KJxG1qvF6eflY4NsXlJKWa7hjI+JlbcVcbTPMSv6gUqSNHWTznkUQjwFXJmAtUhxplYp5Bp1HO2zT3pUp9Mf4mCXDCKdyuUP8Y2nG+i3+/nGDfUsn3N6EGncHWsqMenUaXmS80qjhWAkyg3Lz99k+722LC3F4Quxt8OagJVJkiTBsCvAg291YtSqaRxw0mOV5bSSJM1uBVk62oc9jLoD77pfCEHbkJvOUS+FWfoJtSM4m8f29aAo8IEL557zcRvrihHAzlbZdFuSMtlESttuO+V2h6Io3wWm33hHmhE6jQqdWk1Dn4NgeGJZIi6ZiXQadyDMN54+RrfVy73XL2Hl3LxzPt5s0HDbmkr2dlppHEifStBIVPDC0QGWz8mlujBr0s9fPTefIrOel48NJmB1kiRlOiEE929rJSIE/3HLMtQqha2ynFaSpFlOpSjkGXUc73fiC8b6JUWjgmaLix67l6Is3bSCSH02H681WbhuWTlFZv05Hzu3wERNURY7ZXmbJGW0iWQk3XTK7RrABdySyEVJ8ZWl1xAMRzlhcZ6zvhpiQaSD3TaMWhlEGucJhLnvmQY6Rz3ce/0S1lSff4oZwM0rK8gzaXloV2dcmp7PhH2dVoZcAW5cMflsJIhlwW1eUsKhHjsWpz/Oq5MSRQhBv92XNp9TKXPtbB1hX6eNu9dXsagsm/U1BbzeZJHltJIkzXo6jQq1SuH4gINQJMoJi4t+u59Ckx5lGkEkgEf2dqNVq7jjgsoJPX7jgiIaB10MyWM9ScpYE+mR9JFTbn8vhPhPIcTQTCxOip88k44RV5DO0bP37IllItkxaGQQaZw3GOabzx6jbdjD165bzNp5BRN+rkGr5gNr59LQ7+Rgtz2Bq4yf548OUGTWsb6mcMqvcfVYg+5XGmWWQLp4ZG83n3z4bT7+0H4efKszLXt7SbOfyx/i19vbWVBs5uaVcwDYUl+G0x+W5bSSJGWEbIMWlz/M2102Bh1+iszTDyJ1jnjY0TLMTSsqyDfpJvScjXXFgCxvk6RMNpHStkpFUZ5UFGVIURSLoih/URRlYuFqKaUUZOnoGPFgcZx+9cAdCHOo245eo8aok0EkAF8wwreePU6zxcVXrlk0peDKNUvLKMnW89DuTqIpnu3RY/VyqMfOdcvKpzWevCTHwOqqfF49biFyngw4KfmO9tp5bF8Pa6ryqcw38cTBXj776EE+/cgB/rS/h8EzbC8kKRl+99cOnP4Qn71ywclt1Kq5eRRny3JaSZIyR4FJh4hy3hK0iXpkbzdGnZrb1syZ8HPKcg0sLDWzXZa3SSksEhX85UAv//vXDp482MsbJ4Y41GOnc8SD3RuU5ynTNJGRTP8LPALcOfbz3WP3bU7UoqTEUI1Ncjs+4MSoV5Nj0AKxINLBbpsMIp3CH4rwH88fp2nQyZe3LOLi+UVTeh2tWsWH1lfxo1dbeKttlEsXTO11ZsLzRwfQqBSuWVo27dfaUl/Kd19q4kC3jQsnkcUlzSyHL8QPXmmmIs/I165djFGnxuELsbN1hO3Nw/x+dxe/393FotJsNi0sZuOCIvKzJna1UpLi6XCPnVcbh7hjTSW1xeaT98fKaUv5495uLE4/pTlnnjQkSZI0WyiKgtkw8am659JicbGrfZQPrqsie+y8YKI21hXzwM4O+mw+5uQb47IeSYoXfyjC915uYl+nDa1aIRQ5PWikUiDXqCXPpCPPqCXfpCPPpB276WI/G2M/5xi10+pDNhtNZCtULIT431N+/j9FUT6fqAVJiaVVqzDrNRztdXBBdT7hqOBQtw2dWiWDSGMC4Qjffv44x/odfOHqhSfTd6fqsoUl/OVAHw/v7uKi2sJpZfskijcY5vWmITbVFZNrnNyBxJmsqykgz6hl6/FBGUhKUUIIfvJaM05fiPturD/5+59r1HLD8nJuWF7OkNPPjtYRtjUP85sd7Tyws50VlXlsqiviovlFmPXxOZCVpHPxhyL84s1WynMN3LXu9GlCVy0p4Y97u3m10cKH1lcnYYWSJEnp6eE93WTrNdyyqmLSz924oIjf7exgR+swd11YlYDVSdLUuPwh/v25WFXJpy6fz7VLy/AGI9i8QezeEHZfCLs3iM0b+xomLZR3AAAgAElEQVS7L0iv3YfdG5x00Cn2/TtBp1SvQomXiZwFjCiKcjfwx7Gf/wYYTdySpEQzaNWEIlGO9TvwBSNo1SpMOnlCCBAMR/nOC40c6XXw+avruHxRybRfU61SuHtDNd95oZHXmixsqZ9+xk+8vdY4hC8U4YYpNtl+L61axZWLS3jqUB82T1BmsaSgZ4/0s6/Txic21r4rw+NUJTkGbl9Tye1rKum2etnePMz2lmF++norv3yzjbXz8rlsYQkXzstHr5GBaCkxHt3XzYDDz3/euuyMn7OS7LFy2kYLd11YlZLBekmSpFRzrN/BgW4bf3fxvCmdBxSa9dRX5LCjZUQGkqSUMewKcN8zDQw4/Hz12sUnq0qy9Bqy9BoqzzMzSQgRl6DT85+7lLwJ9hxLVxPZanwU+DnwI0AAb43dd16KonQSm/IWAcJCiLWKohQAjwHzgE7g/UIImxLrFPcT4HrAC/ydEOLAZP4y0sRlG7TYfUF0Moh0UigS5b9ebORAt53PXbmAKxeXxu21N9QUsKg0mz/u7ebyhSXoNBMZmDgzokLw/NEBFpVms7A0O26vu6W+jCcO9vFqk4U7Lzg9i0BKnrZhN//7107W1xRMeEJfVYGJuzdU86H1VbQMudnWPMyOlmF2t1sxatVsqC1g08JiVlXmoVGnzudbSm+tQ26ePNjH5vpSVlTmnfVx4+W0B3tsrK2WWZBSZohEBZ5AGHcgjMsfxhUI4faHcfrDuP0hXIEwbn8YVyCMNxihrsTM+poCllbkyoBrhhNC8PDuLvJMsSzkqdpYV8yvtrXRNeqhujArjiuUpMnrtnq575kGvMEI/37LMpbPyZ30ayiKMu2gU7/DR0EGXEQ/bwRBCNEN3DyN97hCCHFqS/+vAa8JIb6rKMrXxn7+KnAdUDd2Ww/cP/ZVSpA84+z/gE9UOBLlv19qYn+XjU9fvoDNcc4aUhSFey6q5l+fauCFhgFuXTXxhoaJdrjHTp/dxxc3L4zr687JN7K0IodXjlu4Y03ltKeKSPHhC0b43ktN5Bq1fO7Kukn/vyiKwsKxoONHL6mhod/BtuZh3mob4Y0Tw+QYNFyyoIjLFhazpDxH1pNLUxaJCn72Rgs5Ri0fvbjmnI89WU57zCIDSVLaCUeisWDQeODHH8YdCI0Fh8bve8/PgRCeQOScr5ulV5Ot12I2aNCpVbzYMMAzh/sx6zWsnZfPhppCVlflyQuKGehwr4OGfief2Fg7rUnNl8wv5Nfb29jeMsI9MpAkJVHTgJNvPXccrVrhu7ctp6bozNn28XS2oJPVG8iITP3z7jkURakBPkssg+jk44UQUw0u3QJcPvb9g8CbxAJJtwAPCSEEsFtRlDxFUcqFEANTfB9JmpBwJMr3t55gT4eVf9hUy7XLElN6trIyj1Vz8/jz/h621JemzIHbc0cGyDNqE9II/JqlZfzwlWaO9jnOmU0gzZxfbW9j0Onn27cuJ2ea/bDUKoWVlXmsrMzjHy+bz9tdNra3DPNa0xAvNgxSZNZz2cIiNtUVU1OUJYOJ0qQ8faiP9mEPX7t28Xkby46X0z59uF+W00opLRSJ8ti+HvZ3WWOBIX8YX+jsASEFMOs1mA0asg0aco1aKvOMsZ/1GswGLdlj32ePfW8eO7F5b9aRPxThYLeN3R1W9nVaefPEMBqVworKPDbUFrBuXgGFcZoEJqWu8WykIrN+2se8eSYdKyrz2NEyzN3rq+R+XkqKfZ1WvvtSE4VZOv79lmWUycEbM2IiZ7JPAQ8AzwLRSb6+ALYqiiKA/xFC/BooHQ8OCSEGFEUZb0IzB+g55bm9Y/e9K5CkKMongE8AVFXJelxpeiJRwQ9fbeattlH+fmMNN6yYfLPBybhnQzVf+vNhnj7Uz9+sS/7nd9DpZ1+nlfevnYs2AeVIF88v5H+2q9l63CIDSSngzRNDvN40xF0Xzp1Suu+5aNUqNtQWsqG2EG8wzN4OK9uah3nqUD9/OdBHZb6RyxYWs6mumIo8Od1FOrcBh48/7OlmfU0BF88vnNBzNteX8sTBPl4/McTtayoTvEJJmrx+u4/vbz1B65CbFXNyqSowkW3QYtZrTgaAxoNBseCQFpNeHbfMToNWzUXzY8MSIlFB06CT3e1W9nSM8ss32/glbSwoMbOhpoD1NYVUF5pkYGAW2tdp5YTFxWeuWBCXY79NdUX89PVWWofc1MWxRYIkTcSrjRZ+9noLtcVm7ruxftb3JUolEwkk+YUQP53i618ihOgfCxa9oihK0zkee6Y91Wndq8aCUb8GWLt2bWa0RJcSIhIV/PjVZna0jPCRi+dx88rEl5stLM3motpCnjzYx/XLy+MyIW06Xjw6gKKQsCwsvUbNFQtLePn4IC5/7aRHy0rx02/38cs321hakZPwppgmnYbLF5Vw+aISHL4Qb7XFJr/9YU83f9jTTV2JmU0Li7lqcYn8TEinEULwizda0agV/vGy+RM+ka3MN7G0Ioetxwa5bfUceQIspZQ3Tgxx/5ttqFUK/3LdOw1gk0WtUlhakcvSilw+esk8emw+9rSPsqfDysN7unl4TzelOXrW1xTKvkqzSFQIHt7TTXmugasWT3+gDMBFtUX88s02drSOyECSNGOEEPzlQB8P7upk1dw8/uW6xSlT7ZEpJvKv/RNFUe4DtgKB8Tsn0ghbCNE/9nVIUZQngXWAZbxkTVGUcmBo7OG9wKkdeSuB/on9NSRpcqJC8NPXW3izeZgPb6jmthm8en3Phmr2dIzy+Ns9fOzS2hl73/fyhyJsPW7hotpCihKYyr5laSnPHR3gjRPD3LwysRlf0pmFIlG+//IJ1CqFL21eNKMnA7lGLdctK+e6ZeUMuwLsaBlmW8swD+zsYGfLCN+/Y4U84Zfe5bWmIQ73OvjU5fMnXWazpb6UH73aQkO/M+5Zd5I0Fd5gmF9ta+ONE8Msrcjhi5sXUpKdWmUXiqJQVWCiqsDEnWvnYvME2dtpZXf76Lv7KlXns762kDWyr1LaeqttlI4RD1/cvDBugzHMBg1rqvLZ0TLC3108T/ZGlBIuKgS/29nB04f72VRXzOevrktIZYV0bhPZCywH7gGu5J3SNjH281kpipIFqIQQrrHvtwD/DjwD/C3w3bGvT4895RngM4qiPEqsybZD9keSEiEqBD9/o5XXm4b44Loq7lw7sxPF5haYuGJRCc8fHeDmlXMozk5OP4LtLcO4A2FuTHA5X02RmQUlZrYeG+SmFeUyaJAED+3qpHXYzb3XL0na5w2gOFvPbWsquW1NJc8e7ufXO9pp6HOwXJY9SmNs3iAP7OygvjyHa5ZOPlPy4vlF/Hp7O1uPD8pAkpR0zRYXP9h6AovTzwfXVfH+tXPTIqsnP0vHNUvLuGZp2el9lZrf6au0vqaA9TWyr1K6iEQFf9jTxdwCE5vqiuP62hvritjbaaVp0EV9eU5cX1uSThWKRPnJay1sa45doP7YpTUyeJkkEwkkvQ+oFUIEJ/napcCTYyeNGuARIcRLiqLsA/6kKMrHgG7gzrHHvwBcD7QCXuAjk3w/STovIQS/2tbGK8ctfODCuUnrU/TBdVVsax7m0X3dfPbKuhl/fyEEzx8ZYF5hrBQk0a6pL+MXb7bSbHGzqEymPc+k/V1WnjrUzw3Ly9lQO7FeMzNhy9JSHtvfwxMH+2QgSTrpNzva8YcifObKBVM6MDRo1Vy2qIRXj1v45MbweZt0S1IiRIXgqYN9PLS7i3yTju+8bzlLK9IzsHmuvkr3b2vj/m2xvkrrx/oqzZN9lVLWtuYhem0+vnbt4rgHNNfVFKBTq9jRPCwDSVLC+IIR/uvFRg722PnwRdVyKnSSTeQI6zCQxzslaBMihGgHVp7h/lHgqjPcL4BPT+Y9JGkyhBD8ens7LzYMcseaSj6UxGbXJTkGrltWxvNHB7htdSVz8me2+fDxASftIx4+c8WCGdkAb1pYxG93tvPy8UEZSJpBVk+QH7/awrxCEx+95Nzj02eaXqPmxhXl/GFPN12jHqrl2OCMt7djlB0tI3xofRVz801Tfp0t9aW8cHSAbc1DCR+gIEnvZfUE+dGrzRzqsXPx/EI+e0XdrAlonrGvUscoe9qtPDLWA68kW8+G2lhfpfrynLiVT0nTE45EeWRvN7XFWVw0wQEGk2HSabhwXj47W0f4+MbatMi8k9KLwxfiW88eo23YzT9dWcfV9aXJXlLGm8jWvRRoUhTlZUVRnhm7PX3eZ0lSChFC8MDODp47OsCtq+bw4Yuqkx7Bfv/aueg0Kh7e0zXj7/380QGy9GouWxjf1OazMek0bKorZkfLMN5geEbeM9NFheCHr5zAH4rwlWsWo9Ok3sH89cvK0WtUPHmwL9lLkZLMGwxz/7Y2qgpM0564Nr/YzPziLF4+biF2jUqSZsb+Tiufe/QgxwecfOaKBXzt2sWzJoj0XuN9le68YC4/uHMlD35kHZ+5YgHVhSZebBjg3qcauOd3e/nNjnYiUfl7mGyvNg5hcQa4Z311wsqANtYVY/eFaOhzJOT1pcxlcfr5yuOH6Rr1cu/1S2QQKUVM5MziPmLlbd8BfgjsBRYkclGSFE9CCB7c1cnTh/u5eWUFH71kXtKDSAB5Jh23rJzDztYRWofcM/a+o+4Ab7WNsnlJKQatesbed0t9Kf5QlB0tIzP2npnsL2/3crjXwSc21TK3YOrZHYmUY9SyeUkp25qHGXUHzv8Eadb6/a4uRt1BPntlfMZRb6kvo2PEM6PbVilzhSJRfrujnW89d5x8k5YfvX8V1ywtS4ljjZky3lfpGzcu5ZGPb+Dr1y1mTVUezxzu53d/7Uj28jJaMBzlsf3dLC7L5oLq/IS9z9p5+Ri1ana0DCfsPaTM0zHi4SuPH8HpD/PtW5exriZ12jRkuvMerQkhtgEO4Abg/4iVpf0qscuSpPgQY2NO/3Kgj+uXl/PxS2tS6sDufavnkK3X8PvdM5eV9NKxQaJRwfXLy2fsPQEWlWVTVWBi6/HBGX3fTNQ44OThPV1sqiti85LUvmpzy+o5RIXg2SNySGemahxw8vzRAW5cUc7isvj01rhsYTE6jYqtxy1xeT1JOptem5cvP36Ypw/3c+OKcv7fnauoStHg/UwZ76v0z9cs5uaVFTxzuJ9nDsttfLK8dGyAEXeQuzckNhtfr1GzvqaAt9pGCUWi53+CJJ3H0T4H//LEEVQq+O5ty1ki+2+llLMGkhRFWagoyjcURWkEfg70AIoQ4gohxM9mbIWSNA2P7uvhT/t7uKa+lE9uqk2pIBJAll7DHRdUcqDbNiOpwKFIlJeODXJBdT7luTPbl0lRFLbUl9JscdMx4pnR984k7kCYH2w9QXG2nk9dPjM9sKajLMfAxfOLeLFhUJY9ZqBQJMrPXm+hKFvP3Ruq4/a6WXoNly4oYlvzMP5QJG6vK0njhBC8etzC5x87xLArwL/dsIRPbpqfkmXEyfTRS2q4qLaQ3+5oZ3f7aLKXk3H8oQh/3t/Lijm5rJyBwRYb64pxBcIc7rEn/L2k2W1X2wj3PdNAQZaO792+UvbSTEHn2ts1Ecs+ukkIcelY8EgejUlp47H9PTyyt5url5TwqSumNgFoJtywopyCLB0P7epMeD+Pt9pGsXtD3JikBrRXLCpBo1JkVlKCCCH4+estjHqCfOWaxWTp06M3x22r5+ANRnj5mPxcZJrH3+6lx+bjU5fPx6SL7+d1S30pvlCEna2ynFaKL89YwP4nr7ewqDSbn921WpZbnIVapfDFzQupKzXz/a0naLa4kr2kjPLskX7svlBcA/Xnsroqjyy9mu2yvE2ahpcaBvnuS03UFpn57m0rKM7WJ3tJ0hmcK5B0OzAIvKEoym8URbkKSM0zcUl6j9caLTy8u4srFhXzmSvqUjaIBLFU4LsunEvjoIt9nbaEvtdzR/qpyDWwuio549ZzjFounl/IGyeGCIRlXDreXj5m4a9to9yzoZqFpekzHa+uNJvlc3J55nA/YZkOnzG6rV7+tL+HTXXFrK0uiPvr15fnMCfPKMvbpLhqGnDyuUcPsrN1hHs2VPPvtyyj0CxPcs7FoFXzbzfUk2/S8h/PHWfQ6U/2kjKCJxDmiQN9rK3On7GSIK1axcXzi9jdbpXHedKkCSH4495ufvFmK2uq8vn2rcvIMWqTvSzpLM4aSBJCPCmE+ACwGHgT+AJQqijK/YqibJmh9UnSpLUNu/nlm22sqMzln65amBYjSDcvKaU818Dvd3cSTVBWUuuQm6ZBFzesKE9qYG3L0jI8gQi72mSKezx1jXr4zY52Vs/N432r5yR7OZN22+o5jLiDbJfN2DNCVAh+9noLRq2av99Yk5D3GC+nbRxw0m31JuQ9pMwRiQoe29/DV584AsB/376C96+dmxbHGKkgz6TjvpuWEo4KvvXsMdx+WcqcaE8f6sMdCPOh9TOTjTRuU10xvlCEt7sSe3FUml0iUcGvtrfzyN5urlxcwr3XL5nRoUDS5E2k2bZHCPEHIcSNQCVwCPhawlcmSVPg8of4zguN5Bg1fOWaxWlzgKdRq/jQ+mo6R71sb05MOvBzR/oxaFVctTi5zZeXz8mlLMcgswTiyB+K8L2XT2DSqfnC1QtTOgPvbC6ozqeqwMSTB3vlyPYM8OLRAZoGXXx8Yw15Jl3C3ufKxbFy2ldkOa00DaPuAP/2dAMP7+7i0gVF/PSu1XFrDJ9J5uabuPf6JQw6/PznC8dlQ+YEcvpCPHWon4vnF7KgxDyj7718Ti55Rq2c0itNWDAc5fsvN/HC0QFuXzOHz19VhyYOE1ylxJrU/5AQwiqE+B8hxJWJWpAkTVVUCH6wtRmrJ8i/XLeE3DRLhdxYV0RNURaP7O2Oe3mPwxdie8swVywqSXrfHNVYlsDRPgf9dl9S1zJbPLCzg26rly9sXkh+VuJOyhNJURTet3oOnaNeDnbLJp2z2bArwIO7ulg1N48rFpUk9L3yTDrW1xTwetOQPGmVpmRPxyif/eNBWoZc/NNVdXx5y6Kk70fT2bI5ufzTVXU09Dv5yWst8sJBgjxxsBd/KMIH11XN+HurVQoXLyhib6cVX1CWt0nn5gmE+eazx/hr2ygfu7SGv7s4tSZsS2cnQ33SrPHHvd0c6LbxiU21adUfZpxKUbhnQzUDDj+vNMY3W+eV4xZCEcENy8vj+rpTddWSUlQKMispDv7aOsJLxwa5fc0c1lTlJ3s503LZwmIKsnQ8cbA32UuREkQIwf3bWokKwaevmJmpglvqy3D6w+zpsCb8vaTZIxiO8j/b2vj2840U5+j58ftXc/WSUnmCEweXLyrhng3VbGse5uE93clezqxj8wR59sgAly0sTtqkq011RQTDUfZ2yu2udHY2T5CvP3mU4wNOvrR5IbeuSr/WDJlMBpKkWWFvh5VH9/Vw9ZISrl1aluzlTNl4Q8RH9/bEbWR1JCp4oWGAFXNyU2Z0ZkGWjgvnFfBak0U2V56GIaefn73RwsJSM3fPcA+ERNCqVdy8soLDvQ5ah9zJXo6UADtbR9jXaePu9dWU5Rhm5D1Xzs2jOFvPVjkVUJqgbquXL/35EM8dHeDWVRX84I6VzMk3JntZs8qdF1Sypb6UP+3vkZNc4+xPb/cQjkT5myRkI41bUp5DYZaOHXJ6m3QW/XYf//yXw/Q7fHzjhnouT3CGshR/MpAkpb0Bh48fvnqC+cVZ/MNl89P6aqGiKPztRdVYvUGePzoQl9fc22ll2BXgxhWpkY00bkt9GXZviH3yatWURKKCH2w9gRDwz1sWz5pa8muXlmHUqnnyYF+ylyLFmcsf4tfb21lQYuamlRUz9r5qlcLmJaUc6rFjkdOipHMQQvBSwyBf+NMhbN4Q991Uz8curUU7S7avqURRFP7xsvmsqcrjF2+0cqBbNmaOhyGXn5caBrl6SSkVeckLfqoUhY11RbzdZcMdkI3VpXdrHXLzlb8cwReM8J+3LmdNdXpn1GcquWeU0po/FOE7LzSiQuFfrluCXpP+3f2XVuRyQXU+j7/dG5ed7/NH+iky61lXUxiH1cXPBdX5FGTpeFmWt03JI3u7aRx08enLF1CWOzOZHTMhS6/hmqVl7GwdZkie9M8qv/trB05/iM9duWDGByFctSR2pTPeZcPS7OHyh/ivF5v4xZut1Jfn8LO7VrO2uiDZy5rVNGoVX712MVUFJr77YhMdI55kLynt/WlfDwAfuHBuklcCG+uKCUcFu9vllF7pHYd67Hz9yaPoNSr++/YVadmORIqRgSQpbQkh+MWbrXSNevnSlkWUzlCZxEy4Z0M17kB42lkZ3VYvh3sdXL+sLOUm2I1nCRzosjHsCiR7OWnlcK+dP+/vYXN9KZsWFid7OXF388oKFEXh6cP9yV6KFCeHeuy82jjEbasrqSma2QlCACXZBtZU5/PqcQuRqGzuK73bsX4Hn3v0EHs7rXzk4nl86+alaTu4IN2YdBruu2kpJp2abz17jFG3PB6Yqn67j1caLVy7rIyS7OQfE9eVmCnLMcjyNumkHS3DfOvZY5Tm6Pne7SuozDcle0nSNMhAkpS2Xjg6wJsnhvng+ioumGUpkfOLzWysK+KZw33YvMEpv87zRwfQqhW2pGjfqKvrSxHAqzJLYMIcvhA/3NrMnHwjn9hYm+zlJERxtp5NdUVsPT6I2y9T4tOdPxThF2+0Up5r4K51ybtKvqW+lFFPkIOyhEYa4/CF+MOeLr7+5FG0aoXv3b6C29ZUokrjEvl0VGTWc99N9XiDEb713HG8Qbndn4o/7utGo1Zx5wXJz0aCWPnixroiDvXYcfhCyV6OlCT+UIRdbSP8v1dO8P2XT7CoLJv/um0FhWZ9spcmTZMMJElpqXHAyW92dnDhvHzevzY1dpjxdvf6aoLhKH/a3zOl53sCYV5vsrCxrphcozbOq4uPshwDq+bm8UqjzBKYiKgQ/PjVZlyBEF+5ZjEGbfqXcp7N+1ZX4g9FeaEhPr3CpOR5dF83g04/n7liQVLLjy+cV0CeUSunRWYwIQRdox7+/HYPX3n8MPc8sIdH9/Vw+cISfvyBVbLEIolqisx87drFdI16+O+XmuQgjknqtnrZdmKYG5eXU5BC2XQb64qJCnirbSTZS5FmkDsQ5o0TQ3znhUY+9MAevvNiE2932rh+eTnfunkpZr0m2UuU4kD+L0ppx+YJ8t2XmijJ1vPFzYtm7ZXDijwjm5eU8lLDILeumjPp0r3Xmobwh6LcuDy1mmy/15b6Ur738gkO9dhnXWZZvD1zuJ/9XTb+YVMtNUWpMYEvUWqKslhTlcezR/q5ddUcdBp53SMdtQ65efJgH1vqS1lRmZfUtWjVKq5cXMLTh/uxeYKydClDBMNRGvoc7O20sq/TytBYKfWCYjN3XTiXdTWFLCiZ+XJL6XRrqvP51OUL+PkbrfxqWxufvmJBWg9QmUl/2NOFQavmtjWVyV7Ku8wrNDE338j25mGuW5bax6PS9Fg9QfZ0jLKrbZQjfQ4iUUFBlo7NS0q5qLaQpRU5s2YwjBQjA0lSWglHovz3y024A2G+edPKWR/RvmtdFa+fGOKRvd184eqFE35eVAheODrAotJs6lL8CuuG2kJyDBq2Hh+UgaRzaB1y8+BbnWyoLeD6FA8Oxsttqyv516cbeOPEENekaHmmdHaRqOBnb7SQa9TykYtrkr0cADbXl/LEwT5eaxrijgtS64RLih+bJ8i+rljg6FCPHX8oik6jYvXcPN6/di5rq/NlWUWKumZpGRannz+/3UtpriFlyrRSWeuQm7faRrnrwrkpl4EeK28r5o97uxl1B+Tv3Swz4PCxq22U3e2jNA26EEBFroFbV1VwUW0RdaXmWXvBX5KBJCnNPLiri2P9Tr64eeGsz8iAWN+AG5ZX8MzhPm5fU0lVwcSa0h3qsdNn9/GlzRMPPiXLeJbAs0cGsHmD5JtklsB7eYNhvvdyE3kmLZ+7si5jrtCuqMyltjiLJw/2sbm+VB6MpJmnD/XRPuzha9cuxmxIjcONynwTSyty2Hp8kNvXzMmY36XZTghB27CHfWNZRy1DbiC2D71iUQnr5hWwvDJ3Vkx2zQT3bKhmyBXgoV1dlGQbuGwWDpWIpz/s6cKs13DLqjnJXsoZbawr4pG93fy1bYSbV6bmGqWJEULQOepld/sob7WN0DnqBaC2OIsPrq/iotpCqgpMct+aIVLjyE6SJmBHyzBPHerjxuXlXLGoJNnLmTF3XFDJy8cGeXh3F1+/fsmEnvPckX7yTFouWVCU4NXFx5b6Mp461M8bTUMpl5adCu7f1obF6ec771tOtiG1rjYmkqIo3La6kh9sPcG+TivrawqTvSRpgvrtPv6wp5v1NQVcPD+1/t+21Jfxo1ebaeh3snxObrKXI02RPxThSK+dvZ029nVasXqCKMDC0mzu3lDNunkFzCuUJzTpSFEU/umqOkbcAX78ajNFZh1LK+Tv6pk0DTjZ32XjwxuqUzZLvzLfRG1xFtubZSApHUWFoHnQxVvtscyjAYcfBVhSnsPHLq1hQ20hZbNocrY0cam5xZGk9+i2evnp6y0sKcvmo5emRonETMk1annf6jk8srebZovrvM1ABx1+9nfaeP+Fc9GmSS3y3AITS8pz2HrcwvtWyyyBU73eZIlNJ1xXlZEH0pcuKOKhXZ08caBPBpLShBCCX77Zikat8I+XzU+53+eL5xfy6+1qth4blIGkNDPsCrC/y8reDitHeh0EI1GMWjWrq/JYN6+AC6rzyZNZrbOCVq3i3uuX8M+PH+Hbzzfy/TvkqPAz+f2eLvKMWm5aWZHspZzTxgXFPLirk0GnXwYd0kA4EuVon4Nd7aPsabdi9QbRqBRWVOZx2+pK1tcWyAoCSQaSpNTnDYb5zguNGLRqvnrt4rQJjsTTLasqeP7oAA/t6uTbty4/5/F0+DsAACAASURBVGNfaBhApVK4Ls16ylxTX8qPX2vhWL+TZfLkDoA+m4/7t7WxrCJn1k4nPB+1SuGWVRX8ZkcHTYNOFpflJHtJ0nm81jTE4V4Hn7p8fkr2wzBo1Vy2qIRXjg/ySf/8lCm7k04XFYIWi/tkyVr7iAeITfy8dlkZF84rYGlFTkYeF2SCbIOWb960lC8/fphvPnuMH9yxUgYKT3G4186RXgcfv7Qm5ae4bqwr4sFdnexsGZH96VKUPxThYLeNXe2j7O204glE0GtUXFCdz0W1hVw4r4CsFM16k5JDfhqklCaE4MevtjDg8PGfty5PyZOSmWDSabjzgkp+u7ODwz12Vs498/QjfyjCK8ctXFRbmHb/VpcsKOLXO9rZenxQBpKAUCTK97Y2oVWp+NKWRahVqZXVMZM2Lynjj3t7eOJAH1+/XgaSUpnNG+SBnR3Ul+ekdIP0LfWlvHB0gDebh7hxRWpfyc803mCYQz129nZYebvLht0XQqXEyig+cvE8LpxXQGW+MeUy3aTEKMs18I0b6/mXJ4/y7ecb+faty1I+aDIThBA8vLuLwixdWkxDK80xsKg0mx0twzKQlELcgTD7Oq3sahvl7W4bwXAUs17D+ppCLp5fyKq5ebK3nHRWMpAkpbS/HOhjV/soH7u0JuODC9ctK+epQ/08tLuTH1SuPONB9LbmYdyBMDeuSP2DivcyaNVctrCY1xqH+MTGcMZnCfzfW520D3v41xuWUJRmQcF4M+rUXLesjMff7qXf7qMiz5jsJUln8Zsd7fhDET5z5YKUbo4+v9jMgmIzLx8b5Ibl5TIokQRuf5h+h48Bh58Bh48Bu59+h4/WITfhqCBLr+aCqgIunJfPBdX5GdUfTnq3haXZfHnLIv7rhUZ++EozX712cUZfXAF4u8tG06CLT10+H50mPTLyNi0s4jc7Oui1eWWZYhJ4g2F6rD66rB66R710jHg4NuAkEhUUZOnYvKSUi2oLWVqRg0ZmeUoTkNlnalJKO9xj5/e7O9lYV8QtKV77PRN0GhUfXDeXn77eyu72US6a/+5G2kIInjvSz7xCE/Xl6Zm1saW+jBcbBtnWPMQNGZwlsLfDyjOH+7lxRbnsCzTmphUVPHmwj6cO9fGpyxckeznSGeztGGVHywh3r69ibhqcJGxZWsov32yjdchN3Xl6z0mTJ4TA6Q8zYPfRPx4sOiVo5AqE3/X4IrOO8lwjN66oYF1NAf+fvfsOk+usDz3+PTNnZs70vrO9aVdl1YslN9nGFRtsTAuEBAih3CQ390kljVxCvYQ0UiEhIQkkECCEDsbduGKQu7TqdaXtfaee9t4/ZlaWbFmWVjs7Zd/PYz1a7Y5Wr+SZM+/5vb/S1xRa9sEC6UVXdMd5384u/vmRo/zbY0d5387uSi+pYoQQ/MeTx0mFPNy4JlXp5Vywq1Yk+JdHjvLIwXF+fnt7pZdTt/KGxYnJ7Mt+jM0VTj/G7XTQGvNy56ZmruhO0JsKVPXhj1SdZCBJqkpjcwX+7O59tER9/J/XLJ9x56/m+tUpvvnMKf7jyRNs74qftcnuH5rl2ESWX39NT83+e/U0BFiR9HN3/wi3LdMsgYl0gb++/wDdCT/vuXJ5NZY/n6jfzfWrG7h/7yjv2N4u+2RUmaxu8rkfH6Yj5quZyYvX9Cb5l0ePcnf/iAwkLZAQgqmscVZG0dAZQaOsbp1+rAIkgx6aI16u7k3QFNZoCntpCms0hjVZPiG9qjs2tjAyW+A7zw2SCmlV32C6XB4/PMGRsQy/eUNvTfUHiwc8rG0O8fDBMd5+Wduy3OMtpoJpMTCZOyNYlOH4RJbRMwJGqkOhNeplTWOIW9b66Ij5aI/5SIU0GaiXLpkMJElVx7Bs/vRHezEswR/duhqvW24u5zkdCr+4o4M//dE+Hto/yg1nnER9//kh/J5ieVgtu7mvkc/9eHlmCaQLJp/+0T4My+aDt6yqmXT1pXLn5hbu6R/hBy8M8Qs7Oiq9HKnk2HiGv3/wEBNpnT94y5qaubHxe1Su7knw8IEx3ntVl3yveQW2EExm9DMyi4qBosHpHMOzefKGffqxDqXYC6UpXLxxaYq8GCxKhbSaeW5I1euXr+pidC7PPz9yhGTQw+XdyyNrVwjB4bEM9+8d4cH9o7RGvVy3qqHSy7po16xM8tmHDnNsIktXwl/p5dQE3bQ5NZ3l+MTZGUbDM3lE6TGqQ6E54mVlKshNfSnaSwGjprBXBoykspGBJKnqfP7hIxwYSfNHt66+pBrqrF5Mm/e56+tpfuWKOD3JAF/56QmuWZnE5XQwkS7w+OFx7tjYUvNNKK9dmeQLjy2/LIGhmRwf+34/wzN5fvfmVbJ/wDm0RX3s6IrxgxeGePOW1pp/rte6nG7xXz87wXeePYXfo/LbN61kVWNtvWZv7kvxwL5RHjs0zo19tVMishBCCAqmTU63yOgmWd0iUyj9rJtkCy9+PqubzOZMhmfzDM/k0a0Xg0WqQ6ExrNEU1tjQGqF5PrMoopEMeGRvDamsnA6F37lpFX/0rRf483v286k3rmdlHe8VZnIGPz4wyn17Rzk6nsHlVLi8O87btrXVZIDgyhUJ/vHHh3nk4JgMJL2EYdmcmsq9rCRtaCaHXYoYORRoiXjpTvi5bmWS9rif9piP5rAmr73SkquvO2yp5t3XP8KP9gzzli2tL+sBdLFyhgWi/gJJiqLwzis6+JPv7uFHu4e5fWMzd+0ZRgh43fraa7L9UssxS2D3qRn+3117QcDH37Bu2TeWP583bm7hyaOT3L93ZFn30aokIQQ/OTLB5x85yni6wM19Kd59RSchb+01Q+5rCtEa9XJP/3BVB5KEEOQMqxTkscgWTDKlgE+mUPq59PnsmYGilwSIrPm7kfPwupz4PU4CHpXmiMbWjihNYY3mUmZRPOCpyRtYqX5oLif/9/V9fPAbz/Hx7/fz52/dSGNIq/SyFo1lC54+McV9e0f46dFJTFvQkwzwK9eu4NreZE0PIwl7XWxqi/DwwTHeeXnHsi9vOzGZ5Ue7h3h2YJpT02cHjJrCXtpjPq7uSZzOMGqJemVmp1Q1avdKJNWdQ6NpPvvjQ2xsDfOLl19a2Ypp2acvtKZl112UfnNbhPUtYb6+a4DrViW5e/cw2zqjNIbrYyM1nyXw6KExbuqr3hHii+H+vSP8/YOHSIWKI47lRLLz62sKsSoV5NvPDvLadU3yhnaJjczm+aeHD/OzY1N0xn188JYNNdvcH4qB+Zv7UvzrY8c4MZmlPVZdmYAzOYP/98O97Bue5dViQA6lOOHQ71bxuZ34PSpxv5v2qIrPo+J3O1/2dd/8rz3Fn71up2y4KtWEqM/Nn9y+lg9+4zk++r09/PmbN9Z0gAXg5FSW+/aO8uC+USazOiFN5XXrm7hxTYrOOsre2dmb5G/uP8jB0XRdZ5O9EsOyeeLwBHftHmL34CyqQ2FTW4TLu+O0x3x0xH20RHyyvYFU9cp+xVUUxQnsAk4JIV6vKEoX8FUgBjwNvFMIoSuK4gG+BGwFJoC3CSGOlXt9UnWYzRl86q69hL1uPnjLpY91TesmbVEfli0YmskT9tbXxVhRFN51RQcf/MbzfOR7e5jOGbx+ff1kZ7yYJTBSt4EkWwj+8yfH+e+nTrKxNcwfvHZNzW+Cl4KiKLxpSwufumsfTxyZ4OqeS8tclC6MYdl8+5lTfHXXAA4FfvmqTm7f0FwXQfrXrGrgS08c5549w1U1CWoqq/PH397N8EyeN25uIaS58LlV/B5n8We386wAkdflXPan+9Ly0hb18aHb+vjwd3bzyR/287E3rKu5bI2sbvLIwXHu3zvC3uE5HAps7YjyK2u62dYZq7m/z4W4vDvOPzx4iEcOji2rQNLwbJ67dw9z794RZnIGqZCHd1/RyY1rGuQAEakmLcVdy28Ae4H5I8tPA58RQnxVUZR/BN4LfK7085QQokdRlLeXHve2JVifVGGWLfjLe/czmdH59Js3EF6E8gjLFiSCHixbMDCVXYRVVp/VjSF2dMV48ugkLREvm9ojlV7SojkzS+D4RIaOeP2cxEFxNOtn7jvA44cnuGVtI79yTXdd3JAvlR1dcZrCGt98+iRXrYjLm+cye+HUDJ976BADUzmu6I7z/p3dJIOeSi9r0UR8bnZ0xXhg/yjvvrKzKm7cJtIFPvTt3YynC3z49j42ttbP9V2SFtP6ljC/cUMvf3nvAf72/oP89k0rq/49wRaCPadmuG/vKI8dHqdg2rRGvbznyk6uW9VAzF/fQYWAR2VrR5RHDo7znqu66joL0rIFu45PctfuYZ4+PoWiwGWdMW5b18Sm9khd/92l+lfWQJKiKK3A64BPAr+tFK/s1wPvKD3ki8BHKAaS3lD6GOAbwN8riqIIIV69oF+qaf/1sxM8fWKa/31dz6KcTOimXezx4HYiRLExqGWLuiyBeeflHTx1fIo7NjbX3ZvR9atTxSyB/hHeX0VZApdqMqPz8R/0c3g0zXuv7uING5urftNbbZwOhTdubuGzDx1m96kZ1sub7LKYzur822PHeGD/KA1BDx9+fR+XdcYqvayyuLmvkccOT/CTIxPs7K3s5MvR2Twf+vZuZnIGH71jLWubZc80STqf61Y1MDpX4D9+cpxUSLvk9gjlMjqX54F9o9y/d5Th2Txel5PrVjVw45oGVqWCy2ovsLM3yZNHJ9k7NFuX17iJdIF7945w955hxtM6Mb+bt1/Wxs1rG0kE6ucgRlreyp2R9NfA7wHz0YE4MC2EMEu/Pgm0lD5uAQYAhBCmoigzpcePn/kNFUX5APABgPb29rIuXiq/nx6d4Gs/G+CmNSluWbs4jU7TBYMVDQEURUFRoCGkMTZbqMlGsK+mI+7n39+znVAdlkSFvS52dMd5cN8ov1QlWQKX6shYmo//oJ90weSPX7eG7V3LY2xxOVy/uoEvP3mCbz5zSgaSFpktBPfsGeGLTxwjb1i8dWsrP7etra6n5G1qj9AQ9HBP/0hFA0lDMzk+9O3dZHWTT9y5blmVfUjSpXjr1lZGZvN8bdcAqZCnasriddPmJ0cmuHfvCM8NTCOADa1h3rGjnSu643V9XT2f7Z0x3KqDhw+O100gyRaC50/O8MMXhnjy6AS2gE1tET6ws5vLOmMy81yqO2W7+1QU5fXAqBDiKUVRrpv/9DkeKi7gay9+QojPA58H2LZtm8xWWiBbCPKGVdGJZoPTOf7q3gOsSPr5X9d2L9pJjBAQ978Y7U8GPAxO5xble1ejxSgFrFa39KV47NA4Txye4JqVlc0SuFRPHp3gL+7ZT8Cj8mdv3kBXIlDpJdU0j+rk9Rua+PKTJ+qy/LFSjo6n+exDh9k3PMe65hC/dl0PbVXWgLocHIrCjWtSfOWnJxiezVdkAtTJqSwf+vZuDMvmk3euZ0VSXiMk6UIpisKvXruCsbkC//DQYZ46MU0y4CYR8JAIeIiXPo763GXPUBdCcGg0zb17R3j44BiZgkVD0MPbL2vj+jWpupowt1Bet5PtnTEeOzTOB3Z213TVwGzO4L69xanTQzN5gprKnZtauGVtoxygItW1ckYRrgLuUBTlNkCj2CPpr4GIoihqKSupFRgsPf4k0AacVBRFBcLAZBnXt6yYls2hsTT9g7PsGZxl79AscwWT7qSfre1RtnZEWd0YWrILed6w+NRde3EoCn946xo86uKcyOQNi6DXddbI+KCm4lAUbCHqrvyr3m1sm88SGK7ZQJIQgm8/e4p/e+wYPQ0B/vh1fXXf/2Cp3LauiW88dZJvPXOK37xxZaWXU9OyuslXnjzB954fJKi5+K0bV/KaVcllVWpx45oU//XTE9zXP7LkpTHHJzL88Xd2g4BPvXG9DIxK0gKoTgd/cOtq/v7BQxwZy/CzY5Popn3WYxxKceLbmcGluP/sX8f87gVlQc/kDB7cP8p9/SMcn8zidjq4ckWcG9ekWN8alnvQl7imN8Gjh8Z54dQMm9pqK7NYCMHe4Tnu2j3EY4fGMSxBX1OId2xv58oVCTlxTVoWyhZIEkL8IfCHAKWMpN8VQvyCoij/DbyF4uS2dwPfKf2W75Z+/UTp6w/I/kgLl9Mt9o/MsWdwhv7BWfaNzJ1+M20Oa1zeHScRcPP8qRn+5+mT/PdTJ/F7nGxuKwaVtrZHiZbpZlcIwT88eIjjE1k+cvtaUot4MpPWDfoazx5FrTodJAJuZnImAU/9lYDVM0ep6fZ/PnmCoZkcTeHaOtkxLZt//PFh7u4f4aoVcX7zxpXLNo29HEJeFzetSfGjPcO88/IO4rLvwEUTQvD44Qn++ZEjTGZ0blnbyLuu6CCo1W+m4ytJBj1s6Yhy394Rfn57+5IdrBweS/N/v7Mbl9PBJ964jrZo/WeASVK5+Nwqv3fLaqB4fcsULMbTBcYzBSbSOmPpAhPpAuNpnYHJLM+cmCZnWC/7PhGfi4T/jGBTwE0y4CEe8JAIuIn7PbhVB5YteOr4JPftHeWnxyaxbMGqVJBfu24FO3uTct95Hls7YnhdTh4+OFYzgaSsbvLg/jF+tHuIYxNZvC4nN/c18tq1jXQm5AGAtLxU4ur2+8BXFUX5BPAM8IXS578A/IeiKIcoZiK9vQJrq1kzOYP+oVn6B2fYMzjL4bE0tiievHQm/NzSl2Jtc5i+ptBZAaJ3AOmCyXMD0+w6PsnTx6d59FCxLdWKpJ+tHTG2dURZmQou2qb6By8M8dCBMX5xRztbOqKL8j2huGEAhcg5AmANIY3RuRn5hl6DbiiVm9zbP8K7ruis9HIuWDpv8qkf7eX5kzO8bVsb79jRLk8jy+ANm1v44e4hvvf8IL90ZVell1NThmfy/OPDh3nq+BRdCT9/cOtqVr8kEL/c3NyX4lN37ePpE1NL0lj8wMgcH/7ubnxulU/eua7mguWSVM0URSGgqQQ09bw3+VndZDytM35GkGkiXWA8ozMym2fP4Czpgvmy3xfSVAQwlzeJ+FzcsbGZG9ekaF8G5cCLwa06uLw7xuOHx/nVa1dUdS/Mw2Np7to9zI8PjJI3bLqTfn79NT1c05s8qwpCkpaTJbmrFkI8BDxU+vgIsP0cj8kDb12K9dSD0dk8e4aKZWr9gzMMTBV7ALmcCitTQd68pZW1zWHWNAVftQ9SwKNyVU+Cq3oSCCE4Op5h1/Epnjo+xTeeGuDruwYIeFQ2t0fY1hFlc3uUqG9h2Ur9Q7P8y6NH2d4Z463b2hb0PV5JVreI+93nLJMLlU7XhRDLqlSjHiQCHrZ2RLl/7yi/sKOjJuroB6dzfOz7/YzM5vmtG1dy/eqGSi+pbjWGNK5ckeCu3cP83La2ivZ9qxWGZfPNZ07x9Z8N4HQovO/qLl6/obkmXlvltr0zRsTr4p7+4bIHkvYMzvDR7/UT9rr45J3raJB9UySpInxulfaYet4AUN6wmEjrpcymwunAU8G0uXJFnK3tUdlMeQGu6U3y4P4xnjkxzfau6poKmjcsHj00zo92D7N/ZA636uCa3gS3rmuitzTUR5KWM7njrgG2EAxMZukvBY72DM4yni4A4HM7WdMU4jWrGuhrDtHbELykulxFUehOBuhOBvi5bW2k8ybPnpxm17FJnj4xxSMHi9lKPckAWzuibOuI0nuB2UpTGZ1P37WPhqCH37pp5aJnZ+RNi57UuZuTulUHUZ+LXIUbjEsLc3NfI588tpdvPn2S129orurTnxdOzfCpH+4FBT5x57q6mUZSzd60uYVHD41z955h3ri5tdLLqWrPn5zmsw8d5tR0jqtWxHn/zm5ZEngG1enghjUNfOuZU0xl9LKVeD93cpqPf7+fRMDDJ+9cJ/8fSFKV01xOWqJeWqIya3AxbWyLEPSoPHJwrGoCSQNTWX60e5j7942QKVi0Rr28f2cX169KEajDKcmStFDy1VCFTMvm8Fim2N9oaJb+wWJjbICoz0Vfc5g3NbWwtjlER9xf1lPkgKZydU+Cq3sS2KVspaeOT7Hr+BT//dQAX9s1QLCUrbS1I8aW9giRc2QrmZbNp+/eR1o3+egdGxe9xGy+kXbkPBPMGkMae4fnZCCpBl3WGWNlKsCXfnKcrz81wJXdCa5f08D6lupqXnlf/wj/8NAhGsMaH359nyxTWSK9qSDrW8J897lBbt/QXFWnwkMzOf7ugUMcHc/QHNFojnhpiXhpDntpjnhpjmhLck2ayur862NHeWj/GI0hjT+5vY9tHdWxaa82N61p5H+ePsV9+0Z469bFzZwFePr4FJ/84V4awxqfeMO6sgWrJEmSqp2r1JD84YPjFExr0YbvLMSBkTm++MQxnj85g+pQuGJFnFvXNbGuOSSzjyTpHOQddRXI6iZ7BmcZmMyyZ2iW/cNzFEqNsZvCGju6Y6xtCtPXHKIprFXsYuZQFFYkA6w4I1vpmYFiUOnpE1M8fHAcBVjREGBbR7Fpd29DMVvp3x8/xp7BWX7nppVlaUaXKZg0hDznvYEML7AcT6o8p0PhL96ykf6hWR7YN8qjh8Z5YP8oiYCH16xKcsPqVEVPCW0h+NITx/mfp0+yqS3C7792tezHtcTetLmFj36/n4cPjldFKaEQgrv3jPCFx47gVBSu7EkwOptn96lZHto/dtZjYz43TRGNlvkgU+lHU1i75J4RthDcvWeYLz5xjIJh87Ztbbx1W2tFN+vVriXqZW1ziHv7R3jLltZFfc998ugEf3rXPtpjPj72hnWEz3P4IUmStBzsXJnk7v4Rdh2b4qqexJL/+RPpAl964jgP7B8l6nPxrss7uLEvteA2HpK0XMg7nQrTTZurP/0gOcNCAboSfm46ozF2NY8JD2gqO3uT7OxNYgvBkbEMTx2f5KnjU3x91wBf/dkAQU1lVSrIruNTvH5DE9etKs8Nnm7ZNL5KfwnN5SSoucgblpycVYMURWFtc5i1zWE+cE03PzkyyQP7Rk9PHVyVCnLDmgZ29iSXNPU4b1j81b0HeOLIBLeua+QDO7urKiNmudjaEaU95uNbz5ys+Nj6yYzO3z1wkF3Hp9jUFuE3buglcUbpUt6wGJ7Jc2o6x+BMjsHpHKem8zx5dJKZnHH6cQ6lOEmsOfxigGn+52TQ86rZqIfH0nz2oUMcGEmzoTXMr167glY5EeyC3NzXyGfuO8DuUzOsb12caUKPHRrnz+/ZT3fCz8fuWCdLJCRJkoB1zWEiPhePHBxb0kBSwbT49rODfOOpAUxL8Natrbxla6usXJCkCyRfKRXmVh387i2ryBQMtnfG8ddoFoNDUehpCNDTEOBtl7Uzlzd4dmCaXceK2UrrW8L88lXlmahk2QLVoVzQuOqmkMaB0TkZSKpxHtXJtSuTXLsyyUS6wI8PjHH/vlE++9BhPv/wEXZ0xbh+dYot7ZGyBnUm0gU+/oN+jo5neP/OLm7f0CzTnytEURTeuLmFv7n/IM+cmF7UiZAX49FD43z2wUMULJv/dU03t61veln5peZy0pnwnzM7M10wGZyeDy7lGJzOMzid4/59o2eNqFYdCk1h7XT20ulMprCG1+3ky0+e4PvPDxLSXPzOTSu5dmVlg2u15qqeOJ9/2Mk9/SOLEkh6aP8on7nvAKsaQ3zk9j55oyJJklTidChcvSLBPf0jZHWz7NdHIQSPH57gXx87yuhcgSu64/zyVV00huXAA0m6GEpxZHpt2rZtm9i1a1ell3HJcrrFT49OEPPLZpsLMZMzaAprrGg4d6PtM2V1k58enSQu/63rjhCCw2MZHtg3wo8PjDGbN4l4XVyzMskNqxvoTr768+NiHBpN8/Ef9JPTLT54y6olGRUunZ9h2bzvS7toi3r5xJ3rl/TPTudN/unhwzx0YIzehgC/fdPKRc3+EUIwnTNeFmA6NZ1jaCaHYb34Xj4fLrp1fRPvvLxDllku0D/++DD39A/zxfdsv6CDildyb/8wf/fAIda3hPnj1/VV9bAASZKkSugfmuX3/+d5fuemlWWrXgA4Mpbm848cYc/gLJ1xH+/f2c2GRco6laR5k9kCG1vP3Te41iiK8pQQYtu5viZ3l1LNM22bZOjCAkM+t4rX5UQ37UuabidVH+WMrLj3XNXF0yemuH/vKD98YYjvPjdIZ9zH9asbuG5lwyU3t33iyAR/ec9+Ql4Xn37zBrrK0PdLungup4M7Njbz748f49Bomp4LCC4vhmcHpvnr+w4wldV5x/Z2fm5b26IPQVAUhajPTdTnftkkQMsWTKQLpQBTjrG0zpUr4qxMBRd1DcvNzX0pfvDCEA/tH+P2jc0L+h4/fGGIz/34MFvaI/zRbWtkbypJkqRzWN0YJBHw8PDBsbIEkqazOv/5k+Pc0z9CUFP5tetWcHNfY1kHFklSvZOBJKmmGZaNR3UQvIgT96awxvGJLG619qPE0rm5nA52dMXZ0RVnNmfwyKFxHtg3wr8+dox/f/wYW9qjXL+6gR1d8YsKKAoh+NYzp/j3x4+xMhXkQ7etkROXqsxr1zbytZ8N8K1nTvHBW1aV9c/KGxZffOIY339+iNaolw/dtpHeCgRvnA6FhpBGQ0hjc3tlSvrqUXcyQE8ywD39w7x+Q9NFlwZ++9lTfOHRo2zvjPEHt66+5MbpkiRJ9cqhKOzsTfC95wZJ581F6yFnWDbfe26Qr+0aoGDa3LGxmbdvb5eZupK0COSrSKppmYJJR9x3URv8qN/NkbFMGVclVZOQ18Xr1jfxuvVNDExleXDfKA/uH+XP7t6P3+3k6t4k169uYE1j8LzPI8Oy+dxDh7l37whX9yT4zRt7ZXZBFfJ7VG5Z28h3nzvFu6/ooOFVmvAv1IGROf7q3gOcms5xx8Zm3nVFh3w+1KGb16b47EOHOTiavqgMr//eNcCXfnKcq1bE+Z2bV8kgkiRJ0qu4pjfJt545xRNHxrmpr/GSvpcQgp8dm+QLjx5lcCbPto4o7726CtgDmAAAIABJREFUSw6ckKRFJANJUk0zbUE8cHH9jgIeFZfqwLRsOV1rmWmL+njXFZ38wo4OXjg1wwP7Rnho/yh37xmmKaxx/eoGXrOqgdRLgg9zeYNP3bWPF07N8LbL2njH9vaXNVCWqscdG5v53vODfOe5Qd6/s3tRv7dp2Xxt1wBf3zVAzO/hE3euY6Psr1C3rl2Z5AuPHuWe/pELCiQJIfjKT0/w1Z8NcO3KJL9140pZOiFJknQBViT9NIU1Hj54aYGk4xMZ/uXRozw7ME1r1MtHbl/L1goN4JCkeiYDSVLNKpgWAY/zoifdKYpCY0hjaCZP2CsDScuR06GwqS3CprYIv3KtyeOHJ3hw3yhffvIEX37yBOuaQ9ywOsWVPXGmMgYf+/4eRucKZW8CKS2OZNDDNb0J7ukf5ucva1+0FPmBySx/de8BDo2luX5VA++/plumx9c5n1vl6p4EDx8Y471XdZ23UbYQgi8+cZz/efokN61J8b9f0yODSJIkSRdIURR29ib5xlMDTGf1i25UPJc3+MqTJ/jh7iG8bifv39nNbesa5aGxJJWJ3AFLNStdMFnZsLB+JImAh4Gp7CKvSKpFPrfKjWtS3Lgmxehsngf3j/LAvlH+5oGDfO7hw6gOBZfTwSffuJ6+plCllytdoDdubuXB/WP8cPcQP7et7ZK+ly0E339+kC8+fhyPy8EfvHY1V/UkFmmlUrW7eW0j9+8b5dFDY694Si6E4J8fOcL3nh/i1nWN/Mq1K2TWoiRJ0kW6pjfB13cN8NjhCV63vumCfo9lC+7aPcSXnzxBVjd57bom3rG9nbB34dM2JUl6dTKQJNW0WGBhjY6DmorqULBsIU+MpdMaQhpvu6w4dWv/8Bz37xtlKqvzvp3dNJap145UHl0JP1vaI3zv+UHu3NSy4CmNo3N5/ub+gzx/cobLOqP8n9f0ygbry8yaxiCtUS/39I+cM5BkC8HnHjrMj/YMc8fGZt53dddFN+aWJEmSoCPupz3m45GDYxcUSHr6xBT/8uhRBiazbGwN876ru+mUk3QlaUnIQJJUk7K6SdjrQnMtrLmtozTlaHyuQFCTJxbS2RRFYXVTiNUyA6mmvWlzK3/8nd08uH+UW9ZeXL8FIQQP7h/jnx4+jBDw66/p4ea+lAwQvALLFpi2XZcNxxVF4ea+FP/62DGOT2ToiL94k2LZgr974CD37xvlrVtbeeflHfI5IkmSdAmu6U3w5SdPMJ4ukHiFPqinpnJ84bEj/OzYFE1hjQ/dtoYdXTF5/ZWkJSSLRqWalNUtWiLeS/oeyYAH3bIXaUWSJFWbDa1hupN+vvXMKWwhLvj3zeSKzdU/c98BOuN+/vbtm7llbeOy3qBatiBvWKQLJlNZnYlMgcnSj4lMgYxuops26bxZ6aWWxfWrU6gOhXv7R05/zrRs/ureA9y/b5R3bG+XQSRJkqRFsLM3iQAePTT+sq9lCiZfePQov/5fT7P71Cy/dGUn//COLVzeHZfXX0laYjIjSao5QggUhYtuwvdSQU3FoSjYQsheFpJUhxRF4U2bW/mLe/bzs2OT7OiKv+rv+enRSf7uwYOk8ybvubKTN2xqWRblr/MZRYYlMC0bSwjm/9YCcDkdeN1OQl4XPrcTr9uJy+nAozpwOR04HQrTWZ1nTkwTqMOtRdjrYkd3nAf2j/LuKzsB+PO79/PEkQnefUUnb9naWtkFSpIk1YnmiJcVST+PHBzjzk0tQPE96t7+Ef7zyePM5gxu7Evxzh0dstRckiqo/nZ7Ut3L6BbJoGfBPU/mqU4HiYCbmZwpJy9JUp26uifBl544xjefPnXeQFJWN0+Pee+M+/jYHevoqqM+C7YQGJaNaQnMUtDozECR6lDwuVWiPrUUKFJxOx24VQcup3JBU29CmguPy4Fh2bjqcErOzX0pHjs0zsMHxnj00Di7jk/x/p1d3LGxpdJLqyvFw6L6D95KkvTKrulN8m+PH2N4Js9YusA/P3KEo+MZ+ppCfOT2tfQ0BCq9REla9uTds1RzCqZFY2hx3kAaQhqjczMykCRJdcrpUHjDpmb++ZGj7BueZXXjy/te7Rmc4TP3HWBsrsBbtrTyjh3tNR0I0U2buYJxVqDI6VDwuVRCPicBt4rmduJxOnGpCm6nY1HGIzscCm1RH0fG0sT85+5rUcs2tUVoCHr42wcOYgv4tetWcOu6C5sqJL0607KZyRsYpk0i4JEjuyXpFczkdHK6RSqk1W3Q9eqeBP/2+DE+/N3dDM3kSQY9/N4tq7i6J1G3f2dJqjXy7lmqKfNT1hZrpGeo1GhbnoBKUv26aU0j//XTAb759Cn+6LYXA0mGZfOfPznOt545RSqk8ak3baCvxhuspwsmhmWxKhXE63aWMoocSxYYSwY9HBpN1+U11aEovHZdI//xxHF+44ZeblyTqvSS6oIQgtm8gS0EPQ0BTMvm2ESWeB0GIyXpUthCMJnRifndxPxuprNG3Q6MaQhprG8Jc2Bkjl/Y0c4bN7fU5TAHSaplMpAk1ZRMwSQV0hbtpNKtOoj6XOQMC59bvhwkqR553U5uXdfIN546yeB0juaIl6Pjaf7yngMcn8xyy9pG3ntVF1537W5ShRBMZXX8bpWNbbGKXc80l5Nk0MNcvj5Lht+8pZXrVzUQf4VJQtLFyeomGd2kKeylK+FHcznRTZsTk9nTB0eSJBUPPqZyOl1xP51xP3MFk5HZKYKVXlgZfei2NdhC1G2wrNImMwVsAVGfW15rpQWpv12eVNcM2yYV1Bb1ezaGNPYOz8lAkiTVsds3NPOtZ07xzadPkgprfOXJEwQ0lQ+/vo/LOmOVXt4lsWzBZFanMeShNxWseFleS8TLsyen6zKQ5FAUGURaBPNlbAG3ytb2GGHfizeKbtVBW8zHwGSO6CUO1ZCkepApmBRMi40tYRKlPXBIUwl4nOQNC81Vu4cg5+Ovw/eQanDmnsHndnJ4LEPc75HBJOmiyVeoVDNMy0Z1OAhqi/u0DcuNqiTVvajfzfWrG7i7NL79qhVxfvW6nkUrk62UgmkxmzPoTQVpjXqropws7HXhUeu36ba0cEIIZvIGCFjZEKQxrOE4x81LU9jL8QmZlSQtb/OZpj63k8u6zs40VRSFjrif/qHZug0kSYtPN4tB/J6kn7aYD0VRcDud7B2eJepzy/ds6aLIQJJUM9IFk9aY95ybzkuhuZwEPGpdn+pIkgRv3drGwGSW29Y3ce3KZFUEXS5FOm9iCpstHVEiVRQQdzgUWiNejo5n6rLptrQwxTI2i5aIRmfCf95+J5rLSWvUx9BMjoi3ep7bkrRULLsYRGoMa/Q0BM55gx/zF0uSZMBVuhCZgoluWWxsDZ+VWdsc9aI6FXYPzhDW3Jc8FVtaPuQzRaoZli1IlKmkoCmskdXNsnxvqXZZtmAiU0A37UovRVoEjWGNP3vLRq5b1VDTQSQhBJOZAi6XwraOWFUFkeY1hDQExbVKy5th2Yxn8jidCls7oqxqDF1Q09zWqBfTEtjyOSQtM3nDYjJboDcVYHXjK5crq04HzWEvcwVjiVco1ZqprI7DAds6Y+csz24IaWxqjTBXMMgbVgVWKNUiGUiSaoJh2WhuZ9l6bkT9buReVZonhGA6pzOb12kOa8VSDEmqApYtGM8USIWLm75qbRCuuZzE/G6yutyQLld2qSwno5usSYXY0ha9qFJSzeWkOaIxl5eHPNLyMZs3KFgWW9tjtEZ9r3ro0RTRMC152CWdm2ULxtJ54n43m9uj5+0HGwt42NweJW9Y8nBduiCytE2qCemCSVfCX7YsAp9bxet2yp4eEumCSd4waYl6aY/5cTsdTGUNWfooVVzesJgrGKxKhWiOaFWfVdUa9fH8yWnZMHUZyhRMcoZJa9RHe9y34LHdbTEfg9N5hBBV/3yXpEthC8FkRifqd7O6MXjB+w2fWy0F7U05NEY6i2HZTOd0ViQCtMdfPSgJxR6HmzuiPDswRbpQn9NXpcUj75ilmmDZNvFAecs3msIamYKMwC9XBdNiPJ3H53ayrTPGylQIzeXE4VDoTvpJy9MZqYJmcy+eUrdUSVPtVxPxulAdDnlavowYls1YuoBLVdjWGaM3FVxwEAmKN8mNYZmVJNU3w7IZTxdoi/lY3xK+6EOrtpifrCxHks6Q1U3m8gYbWsJ0XORBfMBTnKapKDAnM/Kl85CBJKnq5Q2LoOYq+0lL1O/GsmV923Jj2YLxdAHDslnfEmZDa5igdnb5Rdzvwe92yrpxackJUezT5fM42dZx9pj0audwKLTHvMzJAH3ds0t9u7KGybrmEFvaoy+7ji5UW8yHbtmy35ZUl7K6yWzeYH1LmJ6GwIKaZkfOmJQpSdM5HSj2Q0oEtQV9D6/byaa2CG7Vcfr7SRemWBaoLIsKl/r/G0o1L6ObtES8Zf9zAh4VlypPz5eLM/sg9aYCbO+Kkwieu1zI4VDoTsisJGlpmaVT6uaIxobWSE2WViaDmgzQ17l0wWQyo9MS9bG9M05DaHHLLgMelWTQTaYgA/lSfZnOvnjD3xBa2A0/zAftfczK7JFlzRbFg9GIz8Xm9ugll5VrLicbWiMENRcTmcIirbK+Ted0hBBsaY8si7J+GUiSqpoQAiGK2ULlpigKjSGNjGwOW/fSBZOJTIFUyMP2rjitUd+rngLGAx4CMitJWiJ5w2I6Z9DXFGJlKlSzo529biexgFs27qxDulkMdHrdTi7ritHTECjb2Oj2uJ+cKZ9DUn2Yb4AcKzVAXow+NMmgBwFyyuEyZVg2E5kCnQkfa5vCi3YtdqsO1jWHSATcjKcLMjP0FRQHoeSJ+Fxs6YgtWkZutStbIElRFE1RlJ8qivKcoih7FEX5aOnzXYqiPKkoykFFUb6mKIq79HlP6deHSl/vLNfapNqRMyxiAfeSncQnAh5MW2Yk1au8ce4+SBdCURS6kwGZlSSV3WzewLBttnZGaVyCbMxya414yckAbN2wbMFktkDetFjbHGJja7jsDVlDmou43yP7GEo1r2BaTGYK9CQD9DWHFu2G36M6aQprpGU/sWXnzPLIrkQAxyIfPKlOB2uawjSGNSayMpj0UrppM5nV6Y4HFjWIVwvK+TctANcLITYCm4DXKopyOfBp4DNCiF5gCnhv6fHvBaaEED3AZ0qPk5a5nGHRHF66G6mgpqI6FFmKUWfmS4Qs+5X7IF2ImN8ts5KksplPSw94VLZ2RAnVyYlWxOdGdSiybLgOzOUNprI67TEf27tii17Gdj6dcdlQWKptc3mDnGGxuT1Ke3zxJxE3hb3o8jq7rMyUSqm2dcZILrAf0oVwOhRWNwZpi/iYyOgy860knTfJ6iab2yJ0JPyLHsSrdmULJImidOmXrtIPAVwPfKP0+S8Cd5Y+fkPp15S+foNSC2NppLKxhUBRILKEzWUdDoVk0CPLMOqEEILprM5cwaA3FeCy8/RBuhCns5Lkqbi0yIpp6frpqT2XMumq2jgdCq1Rn3zd1LD5qZZ+j8r2rhhdicCSNxINeVUiPpd8f5ZqzvzQBI/LwWWdsbK1awhpKgGPPOxaDuzScyqoudjcsTjlka9GURRWNAToTviZyBSW9aG7KA2YcLmKE0qXogVLNSrrLkBRFKeiKM8Co8C9wGFgWggxvws4CbSUPm4BBgBKX58B4uVcn1TdsgWLhqC25JvVZFCTJzp1YL4PUmNYY0f3hfVBuhAxv1tu1KRFNZ+Wvq45RE/D4qelV4OGkCwbrkWWXbxZ0c+YalmpBqKKotAV98tAklRTzhyasKktWtZWDYqi0BH3k5GvkbpmlJ5TlTh4UhSFjoSfVakQE5nCspwUOP+abopobGqN4HXXz8HfxSrrbkAIYQGbFEWJAN8C1pzrYaWfz7VzflmoU1GUDwAfAGhvb1+klUrVqGBZNIaCS/7nhjQVRSlG+x0yKa7m5A2LdMEg5vewriW06A3viicyQZ4bmK7JKVpSdZnO6bgcCls7Fm9cejXyuVWivmLTbZ+7/ieZ1INMwSRnWHQn/LREvahVMMo44nMR9LjIG5a8/kpVL6dbZHSTvqbQkvW7i/ndOEstGmp1SIP0yuafU+tbwpc06e9StUS9uJwKuwdnCGvuZdMXqBKv6Wq2JP/XhRDTwEPA5UBEUZT5XWQrMFj6+CTQBlD6ehiYPMf3+rwQYpsQYlsymSz30qUKsWyB6lAIeZf+xkp1OkgGPOTk9LaacroPkhBsaI0suA/ShYj6XAQ9qnyOSAt25pje5TLhozXmI2vIk/JaYNmCvGlxWVeMjoS/KoJIUMpKSvrl0IMFEELIviZLaDqnYwmbbUs8NEF1OmgOe5krGEv2Z0pLYzZvYJaeU5UMIs1rCGlsbI0wVzCWRZb+TOk1XS+DUBZDOae2JUuZSCiK4gVuBPYCDwJvKT3s3cB3Sh9/t/RrSl9/QMi28MtWumDSGNYqdprSENLIm/V/UawH9kv7IHXGiAc8ZW0AqygK3Q0BmT4uLYhh2YyXYUxvtYv63LgcjmXdV6FWTOd0ehoCS9J342JFfW58LicF+R59wYql3jozOYOJTIFMwZSTl8rEFoKx9PwY8MpkmjZFNDncYIEMy2Y2Z1Awrap5jYiXDOKopoOneMDD5vYoOcOs27Lj+dd0uPSarpdBKIuhnDuEJuCLiqI4KQasvi6E+L6iKP3AVxVF+QTwDPCF0uO/APyHoiiHKGYivb2Ma5OqnGnbZZ0+8GrmLxJCiCWbSCNdvHTeJG+atEZ9tMd9S1onfmZW0nKuj14o3bTJGxYBTV1WJaRZvVgutKElXNFrXCU4HQotUS8np3JEvMuzMWUtyOomAbe6pBNTL4bDodCV8LNnaKaumtKXw5ml3mtbQvjdKtNZncHpHBMZHQXwe1T577hIdNNmOqezIumnPVa5CU4+t0os4JGlxAswkzdoDHnIFCymcjrzsSSP6kRTHUuenWlaNlM5nfaoj65koCrLFcPeYmb1swNTpAtmVR5ALNT8a7onGaAt5qvLHpaXomz/p4UQzwObz/H5I8D2c3w+D7y1XOuRaodh2bhVByGtchcit+og6nORMyz5JlyFztwcr28LV+RNaz4r6bmBKRlIukC6aZPRTWxb4HU7iQfdDE3ncTsdFSljXWrTWR23WpzaU6mGxZXWENQ4Np6t9DKkVyCEIKNbbO2IVvWGOR7woKlOdNNeNhl9F8OwbGbyOn63ysa2KFGf6/ShWDzgIR7wkDcsJtM6J6ezjKfzqA4HQc1VlTeqtSBdMDEsi01tEeIBT6WXQ1vUx3Mnp+Ue9iLkDYuA28mqVAiHQ8G0bLKGRbZgMpU1mM7qFPIGCsU9oKY68bgcZTsMK+51Tfoaq78fT8CjsqU9yvMnZ5jNGXWxp0vnTUzbrprXdDWSVxep6mR0k7aor+KZQI0hjb3Dc/JNuIqYls10zsDrdrKhNULM767o8yTqcxHUXDIr6TwKpkWmYGIL8LmddCX8xPzu04GUtqiPI+NpxubyBD2uumyga1jFE61UUGNlY3DJJ1FWE79HJeyTr5lqNZ0zaIt6CVf5TYDTUZzgtm9kjrgqN/jzLFsUG/g7HfQ1hkgGtVcMCGouJ81RL00RjXTBZHS2wNBMDsMSaC4nfrez4vuwWiCEYCqn43epbGyLVc2eMeJ14VEdGJa9rN9zLka6YLKhNXz6NaM6HYScDkKai8ZShmbBtMjpFnN5k8mMzmzOwBYCAagOB5rLsSgZfrP5Yo+rrZ21U0rlc6tsaouw++QM0zm9ZjOPhRBMZXX8HpVNzTG5VzmP6rjaSdIZTEuQCFZ+Yxj21eYFsF7lDYusbtKbCtAU9lbFqamiKHQnZVbSS80HjwTgdzvpTgbOCh6dye9RWd8SYTKjc3BkjolMgbDmqprmvpfCtGxm8gaqU2FNY4jGsCZvzIC2qJc9g7PyNVNlDMvG4YCOuL/SS7kgiaAH13hG3ihT7OExmzMQCLoTfpojFz5lT1EUglrxUKQz4WcmZzA4nWMsXSiWvrnVmgrwG1axbNqwRLHHzRmXXAUFccZA6AsZF/3yxyhw1neBVEijtyFQVe9bDodCe8zHodE0cX/l99TVLqdbBD0qMf/59/4e1YlHdRLxuWmL+bBLgwmyusV0Vmc6W+xDdubjL6YkTgjBZFYn7HWxpilUU689KAaoN7RF2DM4w0SmUHPPPbN08NcU8dKTrK7XdDWSgSSpqhRMC5/bWRX1tZqruA45ZrjybCGYK5hsbY8S9lXXyUzU5yLolRkWLw0erWgoBo8u9HQ25nezrTPG0EyOI2NpFEUhrLlqMvBi2YKZnI7DodDTEKAxpMnNyBmiPjmeuhrN5HTWNtdO83fV6aAr7ufA6FzN3awsFiEEc3kTw7ZpjXppjfouab/idCjE/G5ifjcFs1T6NpVlPF3A6VAIetSqupZZtqBgWhRMG1HKCvG6nCSCHsJeVzEIVLrEKCgoCqfLkua/VPyc8uLjznjM/NVp/jFnvh2d+blqDWQmgx4OjaaxhVhWvQgXIqObbGyLXPSew+FQ8LlVfG6VRKn86aUlcVMZHf0CSuIsWzCZKdAa87IiGazZ90e36mB9S5i9w7NMpAvEfJWtHrhQecMio5uslgd/F6zyd+uSdIZ0waSnIVDpZZzWFNY4NJqWgaQKm8rqtMd8VRdEguKmYEUiwLPLMCvpUoNHL+V0KLRGfSQCHo5PZDg1lcPnVmumn9DpAJJSbAbcFPFW7Q1GJc2Ppx6czhGRmZ9VYS5vEA94SFZBNvDFSIY8HB5PY1p2VQU4lkJWN8noJqmgRmfCv+jXSY/qpCnipSniJV0wGZvLc2oqh2ELNKcTv2dpS9+EEBRMm4JpY9o2CgpOB8XMkKgbv6biczvlNfcMHtVJY1hjYk6vi5415ZLTLYKaSnSR9pjnKonLG8WSuHTBZDJTOKskzuVw4HQo5AyLNU0hmqq8H9KFUJ0O+prCHBiZY3g2R9xX3mnKl2r+8E9OZbs4tbE7l5YNIaiqk8WIz02VTP9ctvKGhVt10BH3VXopryhSykpaDhNSFjt4dC6ay8mqxuJm6tBomvFMgZDHVbWZEvNlJbYQdMSLZSXVutZqkQprDEzKptvVwLIFumXT0xCo6o3+ubicDjpiPo6MZ6pq71BO8w14Q16VrR2xJelnFfCoBDwB2mN+ZnMGQzM5RueK5TvlKn0zLJuCYVOwLKCY/RPQVFqjXkJeFz63E4/qqLnn7FJrjngZms5XehlVLWsYbGyNlvW5pLmcaC4nUf+5S+LSeZM1TaGqPDBdKKdDYVUqiMuhMDCVI+Z3V11mnC0EkxmdmN/N6qagnGB5ker7jkeqKTndIuR1VVVWh9+jormdsgdDhQghmCsYbG6LVvW//3xW0nMnp+oykLQUwaNzCWkuNrdFGJsrcHA0TbpgEPa6qybd2xaC2byBZQvaoj5aol6ZvXiBAh6VgFeWDleDqaxOT0OgZq9djWEvxyYydV8qaVg2s3kDzeVkfUuIeGDpT/idDoWo303U72aFaTGd0RmYyjGeLqA6FQLuhZW+nS5RM2xEqf+Q5ipO9ox4Xfg8Kl6Xs67//5ZL0KMS8DjltfYVZHWTgOYissQBnHOVxNUjh0NhRUMAl9PB4fE0MZ+nal7H84NQuhJ+OmL+qp5UWq1qc9cg1aWsYbImHqz0Ml6mOaxxfDJbs9MHatlMzqA54iX6Ks0Pq0HE5yKg1U9W0nytuBCCgEelpyFAdAmCRy+lKAoNIY2o383gVI6jExlUh4OQplbsJFoIwWzexLCKfUnaYpfWl2S5ao/66B+alf92FZTTLfweJ801XErhVh20xXwMTOaI1mGp5PwkNrV0ut8Q0qriRsyjOkmFvaTCXjIFk7G5Aiencpi2gcfpxOdxnjP7QIhiBlzemC9RK95sRnxuWqIugp7igaLM6lwciqLQEffLa+0ryOomm9vLm4203CmKQkfCj9OpsH94Do/qRHUoqE4Fl/PlvaKWQrpgYlgWG1rCJILakv/59aL273akuiBK9WORKgwYRP1ujoxlKr2MZUc3bRQHdCeqp2fW+ZzZK6lWA0nzwSNEMWOkt0LBo3NxOR10JPw0hDSOjqcZns0TcC9tBuN8Y1vdsmmKaHTE/FWVQVlr5tPc6z2TpFoJIUjrBlvbYzX/798U9nJ8IltXzyVRyng0bUFn3E9LtHp7rvk9xV527TEfs3mDoZk8o7P5082vbVHMbIVik+qA20VzRCPsdeFzq2guWaJWTjG/HHBwLlndJOxzL0l5qAStUR9+t8pMziBrmOQK9ums7vlnpQCcioLqdOByKqil/lGLZX4qXsCtsrEtVhX721om//WkqpDVLeJ+d1XWpgY8Ki7VsSybeVbSbF5nXUvtTBCC2u2VJIRgPKMT0lRWNgSJ+t1VGyDxup30NYdpjng5ODLHeLpA2Osq+w1WOm+SNy1SIY2OuK9mGoBXM9XpoDmiMTxTkBv5CpjJGbRGvXXRk0NzOWmN+hiaydVF9nDxemPSHPHSEffXTCbJfGZRxOdmRTLAdFZnaCaHR3US9flOl6jJvdTSUp0OWiJeTk3Xx+tjsWR0iy2NQRnEXELzpbFnMiy7+MMsZivmdJOsbpE1LNKFYjD9zECTQ1FwORynM5ouNNBk2YLJbIGmsJfehoC8Di0CuROWqkLetOhNVWfmiaIoNIY0hmbyhL3yorMUZvMGqZBGssbSTRVFoScZ4JkTtZWVNJnVaY1q9DbUzoYq4nOztSPGyGyeQ2NphICw17XoKdLpgknOMEkGPKxLhAjKaR6LKhXSGJjMVXoZy45h2SgKdMT9lV7KommNehmYzNb0qPOcbpHWTRIBN+uTYQI1HLB2qw4aQhoNodp6H69XjWGN4xMyu35epmAS87nkIUYVcDkdxcPA0/Gls3tGmZaNYRWDTLppFyfglYYOZPRimwEFBUpNYi6+AAAgAElEQVT91RwUA0yqUymV0DlODylYnQrRFNFqZq9b7Wr3HUqqG/Obvmq+mCcCHgam5IShpWBYNrYt6E5WZ2Dx1YS9LsI+d81kJU1kCiQDHnqStRNEmudwKDRFvMQCbk5MZBmYyuJ1qYty81UcrV3MlFzbEpLjYMskqLkIarLp9lKbyRmsbQ5VZRbwQmkuJ80RjbE5var3E+eim8USj6BHZUt7hEgd9nqSKsvnVokFPGQKpsyopdSXtSlWc/ue5Uh1OlCd4OXc71eWLYpTHk27NO2xOA0vo5vkdAs9b+JWFbZ0RGvuvaHaySuJVHGZgkkq5KnqFMOgpqLK+vIlMZMz6GsK1exNpaIodCf8PHNiuuoDSbN5g5CmsqoxWNPTKjyqk95UkKaIl8OjacbTeYKaa0E3yTndIqMbhH1utjbW1yjeatUe87FnUDaCXSrpvEnM7yYZrL9JQW0xH4PTeYQQNXGDaFo2M3kDt+pgbXOIRMBT09diqbq1RX08d3J62QeSMgWTuN8j39/rhNOh4HQ4X3EPYdvFTCV5/7b4lveVpEooSvHHZKYAFOs/FaX0QYl46W8SxRpRiv+hKMWkvvnPzb9W5tO7FeXFj1/8marYaOmWTarKU58dDoVk0MNEWpelLWU0mzOIB9w0hGr7BqeYlVTdvZLSBRPVobC2JVzVQdyLEfCobGgNM5EucHA0TbpgEvG6L2jzMJ/2HNRUNrVFifhcVXF9XA6ishHskrFsQd602NAWrsvnt8+t0hjWmEzrhKr45FkIwXTOQAF6GgI0hrS6uQ5L1SvideFRHRiWXbWN25dCzjBZ0xyq9DKkJSKD8+VTnXc4y4zmcrK9K44QxepOWxQ3GQIQ9tmfs0uPEaIYYbWEKP5sgyVshChuFG2Kn7NtgS0Etl38vCUEQojiY0TxMVHfhd1olYNlC1SHUhNlI8lgsU+SVB6mZWPYdk316Xkl81lJT1dpVlJOt7CEzaa2WF2VtkDx3z4R1Ij43AxO5zgynsHldBD0qOd8XhVMi7m8ScDjZENrmJjfXfPPv1rjcjpoCmuMzMqm2+U2ndPpTvjrOiOhLeZjeKZ6s5KKDV91msIa3Ul/3V2DperlcCi0x3wcGk0T99f2gd1CpQsmsYBHvtdI0iKo351EjalESr9tCwYmsxweSxPUXBVZQ7pg0hT21kS0OKSpKAo13cizmk3ndVY1hKp2WtjFCntdRKowK0k3bbKGydaOaN38W5+L6nTQHvfTENI4Op5haCaH362e/n+hmzZzBQPN5WRdS4i4X5aUVFJjWOPkVBaQm/tyme9D1RL1VnopZRXwqCSDbuZyFgGteq69UOwBOJXT6U0GaIv5qjLQJdW3ZNDDodH0st3L5gyTtS0yG0mSFsPyzWuUcDgUOhJ+tnbE0C2bmZy+5GswbZtkjZQxqU4Hcb+HnG5Veil1Z74EqTFc3SWOF2M+KylTRc+XYj8OnY2tkWVToqm5nKxpCrG1I4ZTURhL55nIFChYFn1NIbZ3xkgGNRlEqrCAp9gkPW9Uz+ulngghmCsYrG4MLosSqva4n5xpVnoZZ8kbFjM5gw0tYdrjfhlEkirCozppDGuk89X1+lgK6XxxAmstVEFIUi2o/92E9KrCPhfbOqOEfS7G0wUs+2UdmcrCsGw8arHkpFY0hjXyprzRWUyWLcgbFitTtd3w+VzCXhfRUlZSpVm2YDKns7YpTNS//CYChb0utnREWdsUZnUqyI6uOA0hGUCqFopSLLnIVMFrpR7N5A2aI95lMw0spLmI+4sTqqrBXN6gYFls7YySDNbPgYlUm5ojXnTLrvQylpQQgpxp0ZnwV3opklQ3ZCBJAoonFOuaw/SmAkxl9SXJukkXTFoi3po6lZs/xRBiaYJty8F0TmdFsj57dhSzkgIVz0oSQjCZLbCyIUiqjrK+LpbDoZAKazRGvLKpcxWK+j2ny4elxWOUbhi7ltkNVGfcT7YKMtwmMwXcqoNtHTGZCSFVhaBHJbjMMkDTBZOGoHvZZGNL0lKQgSTpNEVRaI362NoZxf7/7d17jGTpedfx73Pq1P3W1fee7pnumd2ZvXrX3ottAkTBkSGxEDbCERGRsSCSlZCALbCEEUJECEuOI4UkCjfjENsQDBKOBEig4BiHAI4tG7M2thd7N/aC1x7vzq2vdT3nvPxxTs/2znbPVHdXdVWd+n2kUtecrjp1qp7pU2899bzP6yJuNbtDTZiEkWOuMhnT2vblfI9GKUtrit58h6nZDajkfFYbpVEfytDUS1lmS9mRfjN+Y6/LhUaJtZT3RpHJlvM9lmvTOeVimLZaPS4vVKauqXOt6N/uUzcKkXNc220zX8nz+vMzI+lDKXIYM+PC3PRUgDrn6AQR63PTlUwXGTYlkuQ1aoUsT6zPMl/JcX2vQzCE8td2L6SSz0xkFcpyraBE0gBEzrHXDbiyUk19dcjF+crI/s/c3OuwVMtzaaEyUdV/Mp1WpnDKxTDtdgJmStmprEQ0My7OlUeSSArCiBt7HTbmyjy0UpuKvlQyWWbL8YrNZ9XOYpR22gFLtbyqkUQGTO9scqic7/HQSo2HlmtstnoDH4jtdQNWZyazCqU+JT0mhu1Ws8vF+fJUlPrXS3GvpLOuStpsdamXcqnsPyXpVM37lHIZOupFd2ph5OgEIZeXqlObRJ4pZanms2c6hacThGy2ejy8XOPSQkXnXhlLfsZjrVFkp9Mb9aEMlXOObhhyQdVIIgOnRJIcycxYmSny9MVZzOBmszOwqW7OwWxlMhMyhWxGqwud0v4y1OdTPKXtThfnKzR7Z5dI2mn3KPoZHta34TJB9ptu745Jk+RJttnqsj5XojKBlb+DYmZcXCize0ZVSXudgFY35IkLDZZnNJVYxttSrUAYprsiKa5GKk71eVBkWPTpQu6pkvd54kKDlXqB63ud2407T6rZDWiUshPdL2ClXhiLlbgmUbwMdcBDy9OV4KiXzm4VoWY3wAGPrtXJ+dPzGks6zFXyGGq6fRrtXkje96YqWX+URilHKTv8KrfNVhczeDJZBVdk3JVyPo1KbmxWNxy0/Wqk9TmdB0WGQZ8wpC9+xuPKUo1Hz9XZafdO9W1xsxtybsK/qZsp5dBnnJO51exyvlGcyoH2xnx56FVJnSCkE4Q8ruauMqFyvsdyXU23T8o5x3a7x4NTlqw/iucZF+fLQ5vC45zj+m6HWiHLGy40KOVU+SCT43yjRCulU4m32wErM8WJ7McqMgk0wpBjWawVePriLFnfuLHXOfY3xs45PIsTMZOsnPcp5DKnrs6aNp0gJOt7bEzZMtT76sW4KmlY03Z6YcRuJ+CxtRmVcctEW66r6fZJbbd7rNQLNMqT/T47SPOVPAU/QzcY7P+pMHJc3+uw1ijyulVVgMrkmSlmyfte6sazzjl6YcSFWVUjiQyL3vHk2Eo5nzecb7DWKHF9r3OsgdleN2Shmk/FYGulVpiapVMHwTnHViv+ljw7xd+Sb8yXaQ2hKimMHLeaXR5eqU18olakVoibbg/6g3/aBWFE5ByXFiqjPpSx4nnxCm6DrErqBhE39zpcWapy/6Kaastk8ry4L912O11Nt7fbAedmCqoQFBmi6f00J6eS8Yz7Fys8vlqn2QvYbvX3BtQJQpbrkz2tbd9sJTcVy6YOylarx7mZIrNT/i15vZhlrjLYqqTIOW7udXhgucpibfqW+Zb0MTPON0rspnxFoUHbbHe5vFjVtNZDzFfzZDODqbxodgN2Oz0ePz/DWqM0taviSTosVPNAevrSRc4RRBHnVY0kMlRKJMmpzFcLPL0xS7ng33OqWxg5Mp5RL6ajN04l75PNeAQpKwcehm4QYQaXFqZzStudNubKtAdUleSc48Zeh435MmtqrCspMlfN4UjPh5th2+sE1ApZlpRMPpSf8bg4Vz515cV2u0fkHE9uzDJXyQ/o6ERGJ+9nUtWXbieZ3qtqJJHhUiJJTq2QzfDYap2Lc2Vu7HVp9w5v2rfXCViqFcikpPzbzFiuFdjrprNJ4SBttbo8sFwl7+tbcoirkmYHVJV0o9lhpV7k4pT2nZL0yvsZlmqF1K4oNEiRc7R6IVeWqppidRcLtTy+Zyf6AsgllZ+lXIYn1hvqQyepcm4mHX3pIufohY4LsxoTiQybEkkyEJ5nrM+XeeLCDJ0wZKvVfc1telHEUjVd35TOV/IE0eS/8Q7TdrvHUq3AvL65fZWNudP3Stpsdpkt5bmyVNXUCkmlc/Ui3VDJ+nvZbHVZnytRLaSj4ndYshmP9bky28ecMhk31e6yWCvw2NqMvhSR1Knmfap5/8gvgyfFdrvHWqNIMae/UZFhUyJJBmqmlOPpjVnqpSzXdtu3ewgFYYTveVQL6foGr1Lw8T1Tr6Qj9MKIMIq4b7GiRMcd6sUs86eoStpu9SjmMjx8rpaaKj+RO9WKPgXfT92KQoPUCUKyGU/9QPq0VCvg0f/7di+MuNHscN98mQeXqzrfSiqZGRfmShO9iEzkHGHkdC4UOSNDSySZ2Xkz+6yZPWtmXzez9ybbZ83s02b2XPKzkWw3M/s1M3vezL5qZk8M69hkuPJ+hkfP1bm8WOVms0OrG7LbCVhtFFJXcp/xjIVqnuYEv/EO02arxxU1fj3SSVdwa3YDPA8eXa1P9Qp4kn5mxvnZYupWFBqk7XaPB5aqOhf0KefHSbd+/k+1eyFbrR6vO1dnfb6sL0Qk1WbLOTIT/OVoXI1U0phT5IwMc9QRAH/DOfcQ8Gbg58zsYeADwGecc5eBzyT/Bvhx4HJyeQ/wj4d4bDJk8eC/xJPrs4QuohNEqZ3atFAtpGJe+aDttHvMlXMs1dM1nXGQaoWkKukYDS7bvZBuEPHY2owGSzIV5ip5HHGPGnm17XaPpWpBTZ+PaWWmgEuqF46y0+7RCUOe3GhoNUyZCn7GY61RZGcCV8sMo/jvea2RjpWhRSbB0BJJzrmrzrkvJ9d3gGeBVeDtwMeTm30ceEdy/e3AJ1zs88CMma0M6/jkbNSLWZ5cn+WRc7XUNqasFXzMtLLQQWHk6IYRl5c0pe1eNubLtIL+Ekm9MGK3E/DY+RnKKf17ErlTIZthqZpnrzPZvTsGLQgjgjCeOizHk/czrDVKR35gvrnXIed7PLU+S019p2SKLNUKhKGbuMT9TrvHeVUjiZypM6mDNrMN4A3AF4Al59xViJNNwGJys1Xguwfu9mKy7c59vcfMvmRmX7p27dowD1sGJOd7rMwUU5tQ8DMec+U8La3edtutVof7FytaerUPtUKWhT6qksLIsdns8rrVGvWiPtjIdDk3U6Sjptuvstnqcb+mDp/YaqNIGLlXfQkUOcf13Q7zlTyPn1fVp0yfUs6nUcnRnKAxbRg5QudYVTWSyJkaeiLJzCrAp4D3Oee273bTQ7a9Jh3unPuIc+4p59xTCwsLgzpMkVNZqhVoB5PzpjtMu52AWiHLubre0Pu1Pl++6/+fyDluNjs8uFxjPmUrH4r0o1bIkvc9Nd1ONLsB1YLPiqYOn1ghm2F1pnh7wYMgjLix12F9rsRDKzX1nJKpdaFRojVBY9rtdo/1OVUjiZy1ob5LmlmWOIn0W8653042v7Q/ZS35+XKy/UXg/IG7rwHfH+bxiQxKvZhVDw/ib4XavZAHlmupa6w+TLVCloVq7tCqJOccN/a6XJwvc07ftsmU8jzru0Fy2kXOsdcJuLJc1Xn2lFYbRXphRLsXcqvV5eHlGpcWKnpdZarVi1kKE5K4D6N4Gt65GY2PRM7aMFdtM+A3gGedc7984Ff/Hnh3cv3dwL87sP0vJqu3vRnY2p8CJzLucr7HbClLuzf+b7rDdKvZ5b6Fcmr7YQ3T+lyZVhC+Jhl5Y6/L6kyBjbnyiI5MZDzMV/I4p4T9ZrPLhbmyevcMQCnns1Qr0OyGPHGhwbI+jIrcTtzvTEDifqvV5cJcibyvaiSRszbMiqQ/CrwLeIuZPZNc3gZ8CHirmT0HvDX5N8B/BL4NPA/8M+CvDPHYRAZuuVY40VLuadHsBlTyGVYbpVEfykSqFrIsVnO3p1lAnJibr+a4f7Ga2h5jIv0qZDMs1vLsTVDvjkHrBhF+xmN9TufZQbm0UOZNl2aZKeVGfSgiY2OhGq+WOc4LyYSRwwxVI4mMyNDKBpxz/53D+x4B/Oght3fAzw3reESGrV7K4Yj7LJgZmSkqjY+co9kNeHJjdqqe96Ctz5X54gu3qDjHTiegnM/w4HJNr6lI4ly9yLWdzamtetxqdXndWl39ewZIlQwir5X3M6zUC1zf6VIb0wU+NltdLs6V9TcsMiLTORITGYJCNn7TvdXsxcsyR698i2PEneMtueZubzc8A88Mzztw3ZLrXnx93G02u6xrqsWp7VclvbTVoVzweeScPjCKHFQvZsklvTum7W9ju9VjoZZnvpIf9aGIyBRYmSny/c0WMH5juzByZMxYUTWSyMgokSQyQA8s125fd84ROW4vL7y/PGkUvXI9DB29MKIXRQRhXM0UX3e0g4heGLGfj7rbsoYZM3K+R97PnHn1SrsXks9muDCrqRaDsD5XZq8b8rrVulYgEbmD5xnnGyW+fW2X2fL0JFTCyNGLIu5f0DRXETkb1bxPNZ+l3QvHbjyy1Y6rkXL+dH2hIDJOlEgSGRIzI2OcOrHjXpWEIk5ARUlCysVJqnY3ZKsdsN3q0Q0iPIuTTLmMR873yGW8oXz4cM6x0+nxxIUG/pRVBwxLtZDl6fVZrRokcoSFap4/vLaLc25qkiqbrS73LVQo5sbrw5yIpJeZcWGuxDeubo9VIikIIzwzluuqRhIZJSWSRMacmeFnrO8/1m4Q0eqFtLsB2+2A7VbAZqtHFDlIps7lk+TSaZM/t5pd1hpFNSkdMCWRRI5WyGaYK+fY64SUU94rqd0L2e0EzJSyaigrImdutpwj41k8lWxMxibb7R6XFiqqRhIZsXSPwESmUM6Pq5DqxSxL9XhbFDk6SYJprxNXLm23e3SSpV0N8D3v9n376cvUCUL8jMfGXGWIz0ZE5LVWGyW++uJmahNJ7V7Ibjegksvw6GqNuXJeCWYROXN+xmOtUeTFm62x+NIwCCM8z1iuF0Z9KCJTL50jMBF5Fc8zirkMxVyG2fIrA4FeGNHuhbR6YZJcipNMkYtbgnvY7eTSwca2zjm22wGvPz+jb4RE5MzNFLP4nkcQRqmaVtvqhux1A6p5n8dW68yWc1MzfU9ExtNSrcAL15tjMZ14q93jvoXK1C22IDKOlEgSmWLZTJwgilcLi7/dcS6uXmon1Utb7R7brYDtpHoJ4gqnlZniq5JSIiJnxfOMC7NFXrjRpDEG35KfVrMb0OoFVApZHj8/Q6OUHfkHNhERgFLOZ7aSY7PZo5r3R5a874URvqqRRMaGEkki8ipmRiGboZDNMFPKsZpsD8KIdpJganVDFmvTs2KSiIyfxVqBq1ttbux28Dwb6Qeck2p2A5rdgGoxy+NLDWaUQBKRMXT/QoUXbzW5vtslaAdEzpH3PYrZzJmdd7fbPe5fVDWSyLhQIklE+uJnPCoZj0pKe5KIyGQpZDO88eIsu52AG7tdvrfZotvqkU3OU+PSGPYwe52AZi9kppTlDcsN6kUlkERkfJXzPg8s17jiHO1exG4n4Fazy43dDp1WDwyynkcxlxlKoud2NVJN1Ugi40KfCEVERGQimRnVQpZqIcv6XIntdsD1nQ5Xt1oEkSPreZTHKKm024mnsM2Wcjy0UqNW9JVAEpGJYfZKz82Fah6WqrdXl7y11+XGbvd2KwTf8ygNKLG01erxwFJ14qpORdJMiSQRERGZeGZGvZilXsxycb7MTjvgpZ02L2+3CSJHLhMnlfpZlXLQdjsB7V7AbDnPw+dq1IvZMz8GEZFh2G+HMF/Jc3mJ2z0244qlLlutHmZxYqmYzRx7kZZeGJHzPbVUEBkzSiSJiIhIqnieUS9lqZey3LdQYbvV4+WdNi9td5LeHhlKucxQk0rOOfY6Ie0gZK6SUwJJRKbCfmJprpLn/kXoBCF7nTCpWOpwY++ViqVC1iPvZ+66v+22qpFExpESSSIiIpJaGc9olHM0yjnuW4jYbgf8YKvFtd0OzkEhSSoNaoqZc47dTkAniFio5nhkrkatoASSiEynvJ8h72eYLee4b7FCJwhpdkI2W3HF0o29DgCZZNrcwcTSK9VI6o0kMm6USBIREZGp4Gc8Zss5Zss5emHEVqvHD7baXE+SSqVchmL2ZEkl5xw77YBuGLJUK3B+tkRVCSQRkVfZTyw1yjkuzkM3iGh2A7aaPa7tdrix18GIpyv3wohHVmpj0+dORF6hRJKIiIhMnWzGY76SZ76SpxtEbDa7XN1qcWOvixmUcz6F7N2nXECcQNpuBwRhxGKtwIW5kla3FBHpU873yPk5Zko51ufL9MKIZidkq9VlrxuyoGokkbGkkY6IiIhMtf2pE4u1Au1eyFazy4ub7dtTLg5LKu0nkHphxMpMgfONEmUlkERETiWb8aiXPOolVXSKjDONeEREREQShWyGQr3IUr1Iuxdyc7fL97dat6dblPM+7V5IL3Scm4mnsJVyGk6JiIjI9NDIR0REROQQhWyGc40i5xpFmt2Am3tdrm62WKoVWGuUKObuPfVNREREJG2USBIRERG5h1LOp5TzWWuURn0oIiIiIiPljfoARERERERERERkMiiRJCIiIiIiIiIifVEiSURERERERERE+qJEkoiIiIiIiIiI9EWJJBERERERERER6YsSSSIiIiIiIiIi0hclkkREREREREREpC9KJImIiIiIiIiISF+USBIRERERERERkb4okSQiIiIiIiIiIn1RIklERERERERERPqiRJKIiIiIiIiIiPRFiSQREREREREREemLOedGfQwnZmbXgP876uMYkHng+qgPQk5NcUwfxTR9FNP0UCzTRzFNF8UzHRTHdFJc02UY8Vx3zi0c9ouJTiSliZl9yTn31KiPQ05HcUwfxTR9FNP0UCzTRzFNF8UzHRTHdFJc0+Ws46mpbSIiIiIiIiIi0hclkkREREREREREpC9KJI2Pj4z6AGQgFMf0UUzTRzFND8UyfRTTdFE800FxTCfFNV3ONJ7qkSQiIiIiIiIiIn1RRZKIiIiIiIiIiPRFiaQTMrPzZvZZM3vWzL5uZu9Nts+a2afN7LnkZyPZ/qCZ/YGZdczs/Xfs671m9rVkP++7y2P+mJl908yeN7MPHNj+88k2Z2bzw3rOaTRmcfyYmX3HzJ5JLq8f1vNOszGL6VvM7MvJPj5uZv6wnneanSCmP2VmX00unzOzxw/s69BYHfKY7072+5yZvfvA9g+a2XfNbHeYzzmtxiyWv5fcf/+cuzjM555WYxbTP5/s9+tm9uFhPu+0GnA8/7mZvWxmX7vHY2p8O2BjFkeNbwdkzOKqMe4pDSqeR+3niMcc3PnWOafLCS7ACvBEcr0KfAt4GPgw8IFk+weAX0yuLwJPAx8E3n9gP48CXwNKgA/8LnD5kMfLAH8IXAJywFeAh5PfvQHYAF4A5kf92kzSZczi+DHgnaN+TSb9Mi4xJU7Ufxe4ktzu7wE/PerXZxIvJ4jpDwGN5PqPA1+4W6wOebxZ4NvJz0ZyfX9/b06OZ3fUr8skXsYslr8HPDXq12TSL+MSU2AO+H/AQnK7jwM/OurXZ9Iug4pn8u8fBp4AvnaXx9P4Nv1x/Bga36YqrmiMO1bxPGo//cYz+d2xz7eqSDoh59xV59yXk+s7wLPAKvB24sELyc93JLd52Tn3RaB3x64eAj7vnGs65wLgvwJ/9pCHfCPwvHPu2865LvCvk8fCOfe/nHMvDPL5TYtxiqMMxhjFdA7oOOe+ldzu08CfG9DTnConiOnnnHO3ku2fB9aS6/3+/f0p4NPOuZvJfj4N/Fiy7887564O+jlOi3GKpQzGGMX0EvAt59y15Ha/i865xzbAeOKc+33g5j0eUuPbIRinOMrgjFFcNcYdgEHF8y77udNAz7dKJA2AmW0QZ/G+ACztf8hIft6rVP5rwA+b2ZyZlYC3AecPud0qceZ334sc/h9ETmhM4vjBpFzxH5hZ/kRPRG4bcUyvA1kzeyrZ/s4j7i/HcIKY/jTwn5Lr/Z5Hdb49A2MSy99Mplr8HTOzEzwNOWDEMX0eeNDMNpIpFu9A59xTOWU8+6Xz7ZCNSRw1vh2wEcdVY9wBG1Q879jPnQZ6vtVcxlMyswrwKeB9zrnt445DnXPPmtkvEmdyd4lLzILDHuqwux/zcOUIYxLHvwX8gLjU8CPA3yQuFZUTGHVMnXPOzH4S2B80/ecj7i99Om5MzexPEL/R/rH9TYfc7LDzqM63QzYmsfwp59z3zKyaHMu7gE/0cfhyiFHH1Dl3y8x+Fvg3QAR8jrhKSU5gAPHs+6EO2abz7YCMSRw1vh2wUcdVY9zBGlQ879zPYXc9ZNuJz7eqSDoFM8sSB+u3nHO/nWx+ycxWkt+vAC/faz/Oud9wzj3hnPth4hLD55KmWftN6X6GOGN4MNO7Bnx/kM9nWo1LHJOyROec6wC/SVx+KCcwRjH9A+fcH3fOvRH4feC5QT3HaXPcmJrZY8BHgbc7524kmw+NlZm96UBM/8xRtxvG85pG4xJL59z3kp87wL9C59wTG6OY/gfn3Jucc38E+CY6557IgOJ51L41vj0j4xJHjW8Ha4ziqjHuAAwqnoftZ+jnWzcGjaYm8UKc0fsE8Ct3bP8lXt0c68N3/P4XONDQN9m2mPy8APwfkiZad9zGJ24oeZFXmmM9csdtXkDNCCc2jsDKgWP6FeBDo359JvEyZjHdv38e+AzwllG/PpN4OW5Mk3g9D/xQv7G643azwHeIG/g2kuuzd9xGzbYnOJbJ/eeT22SBfwv8zKhfn0m8jEtMk9/tn3MbwDMkjWB1Oft4HrjfBndv5nho1OsAAANVSURBVKvxbcrjiMa3aY2rxrhjEs+j9nOceB64Td/n25G/gJN6IS4lc8BXk8HKM8Q9VOaSP6bnkp/7g5tl4izgNrCZXK8lv/tvwDeSYB65wkiy/28Rd1v/2we2/7VkfwFxVvGjo359JuUyZnH8L8D/Ju7N8y+Byqhfn0m8jFlMf4m44d03ictMR/76TOLlBDH9KHDrwG2/dK9YHfKYf5n4zfp54C8d2P7h5P9IlPz8hVG/PpN0GZdYAmXgfybH8XXgV4HMqF+fSbyMS0yT7Z9MztnfAH5y1K/NJF4GHM9PAleJF7N4kSNWdToq7mh8m5Y4anybzrhqjDsm8TxqP8eM57HPt5bcUURERERERERE5K7UI0lERERERERERPqiRJKIiIiIiIiIiPRFiSQREREREREREemLEkkiIiIiIiIiItIXJZJERERERERERKQvSiSJiIiInJCZhWb2jJl93cy+YmZ/3czuOr4ysw0z+wtndYwiIiIig6REkoiIiMjJtZxzr3fOPQK8FXgb8HfvcZ8NQIkkERERmUjmnBv1MYiIiIhMJDPbdc5VDvz7EvBFYB5YB/4FUE5+/fPOuc+Z2eeBh4DvAB8Hfg34EPAjQB74h865f3pmT0JERETkGJRIEhERETmhOxNJybZbwIPADhA559pmdhn4pHPuKTP7EeD9zrk/ndz+PcCic+7vm1ke+B/ATzjnvnOmT0ZERESkD/6oD0BEREQkZSz5mQV+3cxeD4TAlSNu/yeBx8zsncm/68Bl4oolERERkbGiRJKIiIjIgCRT20LgZeJeSS8BjxP3pWwfdTfgrzrnfudMDlJERETkFNRsW0RERGQAzGwB+CfAr7u4d0AduOqci4B3AZnkpjtA9cBdfwf4WTPLJvu5YmZlRERERMaQKpJERERETq5oZs8QT2MLiJtr/3Lyu38EfMrMfgL4LLCXbP8qEJjZV4CPAb9KvJLbl83MgGvAO87qCYiIiIgch5pti4iIiIiIiIhIXzS1TURERERERERE+qJEkoiIiIiIiIiI9EWJJBERERERERER6YsSSSIiIiIiIiIi0hclkkREREREREREpC9KJImIiIiIiIiISF+USBIRERERERERkb4okSQiIiIiIiIiIn35/1v209ozb4f2AAAAAElFTkSuQmCC\n",
 2148 |       "text/plain": [
 2149 |        "<Figure size 1440x432 with 1 Axes>"
 2150 |       ]
 2151 |      },
 2152 |      "metadata": {
 2153 |       "needs_background": "light"
 2154 |      },
 2155 |      "output_type": "display_data"
 2156 |     },
 2157 |     {
 2158 |      "data": {
 2159 |       "image/png": 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\n",
 2160 |       "text/plain": [
 2161 |        "<Figure size 1440x432 with 1 Axes>"
 2162 |       ]
 2163 |      },
 2164 |      "metadata": {
 2165 |       "needs_background": "light"
 2166 |      },
 2167 |      "output_type": "display_data"
 2168 |     },
 2169 |     {
 2170 |      "data": {
 2171 |       "image/png": 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\n",
 2172 |       "text/plain": [
 2173 |        "<Figure size 1440x432 with 1 Axes>"
 2174 |       ]
 2175 |      },
 2176 |      "metadata": {
 2177 |       "needs_background": "light"
 2178 |      },
 2179 |      "output_type": "display_data"
 2180 |     },
 2181 |     {
 2182 |      "data": {
 2183 |       "image/png": 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 2184 |       "text/plain": [
 2185 |        "<Figure size 1440x432 with 1 Axes>"
 2186 |       ]
 2187 |      },
 2188 |      "metadata": {
 2189 |       "needs_background": "light"
 2190 |      },
 2191 |      "output_type": "display_data"
 2192 |     },
 2193 |     {
 2194 |      "data": {
 2195 |       "image/png": 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\n",
 2196 |       "text/plain": [
 2197 |        "<Figure size 1440x432 with 1 Axes>"
 2198 |       ]
 2199 |      },
 2200 |      "metadata": {
 2201 |       "needs_background": "light"
 2202 |      },
 2203 |      "output_type": "display_data"
 2204 |     },
 2205 |     {
 2206 |      "data": {
 2207 |       "image/png": 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0DXb6e43G1qBtUn+3NTapkxwrfZvWqWWmo8b/r9HA+acuK/vfo3KntaZzOMKRoRDLfB6iCQvDgJY1dXicRqFXT5QA29Y8+/ogVV4nF66tn/0BJea1114bD54sFq018WQq8O80UlvepK2pcjtxSJnjjNauXcvLL79MY2Pjor3mVL8jSqlXtNYXTl62lKbgTfWbpme4/eQbtX4AeADgwgsvlEuCQgghxBKjtebYcITTl1dCmQcOoqbNsZEIa+p9eF3lfSJ9eCDESCiB2+lAoUj/h1KgUGRaYGS+dyiFw1DpZdSE+2bvl5ERiifpGArTsqZu9oVL2IHeANVeF03LKub8sykVWmuODoXpGA7TUOnBoRRVXifBmMn+ngCbmupwGYXuWCKKXdLWoFLbBNOy5XdmgaYKPkFq+5ywbLyO8t6flbti/HQcT5fWkf5zIH17N7BmwnJNQO8MtwshxJLRH4jxZw/vZjgUL/Sq5J1laxJJe/YFhZhCOGHhj5pEEuVfYhM1k1iWpns0WuhVyatgzGQoFKehykO110WV10mVx0mlx4nP7aTCbeB1pb48TgO304HLSH05DQeGQ2E4UkGp+QRYqjxOhsPxsi67CURN+oMx3hgYo30ghF1GJZ1aa9oHw3QMRcaDTxk1XhdjsSQH+4NSxipmlbTt8YyIcFx6iC1UYorgE4ChFKZlYxe4gqvYdXR0LGr203wVYwbUE8BHgH9M//n4hNs/o5T6PqmG4wGtdZ9S6ufA309oPP4e4C8WeZ0Lpt8fJZq0WNtQWXZXpYQoZYmkze7OUaKL1EfiP5/r4NevD3J6o4/PXrWhbLcHSctmf2+QcCJJS1MdlZ5i3I2JYjYSiqf7SpR/ACpm2izzuekejdC0rKJss6CODoWpcBVmW+BzOTk6GKL11PKcf9MxnPrZVroNukajxJM2Z62qxlniGR62rTk8OEbPaIzGKveU+8z6Sg9DoRivHx/jrJXVUvYjpmVaqYCIoRSBiEmdz13gNSpdiaRFfIrgE5CpfsZM2njKdH+2FBT0yF0p9TCpHk6NSqluUtPs/hH4gVLq40AncGN68Z8AvwccBiLARwG01iNKqS8CL6WX26a1nlt7+DKQsGxe6x3DsjRnrKgq25NOIUqNP5Igalo0VHry/loDwRg7Dw8B8Hz7ML+3aYz1K8rvYDkTfBqNJKhwGezqHKVlTR013vIuoxK5o7WmNxCjtsJFLFn+Aai4aeFxGhiWons0ypkrqgq9SjkXiJqMhOI0VnkL8vqVHieDoRiBiEmtr7y2RZN/to1VHgZDceLdFuetri3Z/ki2rXl9YIy+QJSGSs+Mx86NlV76AlFcDiXH2WJaSctGA16XwVAowWmNlYVepZKUGvRg45zh+NVQioRl43I6TshaFKWjoAEorfUt09x15RTLauBPp3mebwLfzOGqlZQqr5PO0QiW1mV50ilEKerxR/Et0hX5R17pRgHNTbUc6h+jxx/F1pTVFdukZXOgL4g/mhgP6jlMi13HRmlpqmNZpVxtFLMLpyeX1XpdxMzyLuPUWhO3bHxuJzVeV9lmQXUMh/EWKPspw+dycnSo/LKgjk3xs22o9BCMmezu9NPcVIvPXVpZqLatOXR8jOPBGA2+mYNPGY2VHrpGo7gMhwQWxJRMy0ah8DgdjEQS0gcqC6aVmjLqdKipOzxnSBZUyZNPRhlQpHaOvf4Yh46PSa26EAUWMy0CUZMKd/53jANjMX752nHefe5K3nXWCoKxJKFYkv5ArGx6VyQtm9f6U5lP9b43M8q8LoNqj4s9XX4GgrECrqEoFaPhBA6V6vcTT1oUehJwPiVtjdaphtoOpTCUKrteUJkMnaoCl+JWepyMRkwCkfLpBZXpqzXVz7bG6wINrxwbLan+V5atea0vSH8gNmvm00RKKeor3bQPhegps8+QyI2YaWM43uwhF4mXf4ZtLiUtOzV9crbgU1omC0p6QZUmCUCVCaUUDZXu1ElnX3mcdApRqkbDiUV7rR++0g3ABy5oGp/E1NYVoLHKw8BYnAN9AZJW6WZ6WLbmtf4gI6ETg08ZbqeD2goXr/YE5MRAzKrXH6XS7UQphdbpyUVlKmnpE47jaypSWVDl1PuqY6jw2U8ZFS6Do0OhQq9GznQMhalwTv+zrfQ48ToNdh0bZXCs+C8ApLJoAwyG4jRWzb803qEU9T4PB/uDcsFDnCRmpoMnpH5XAtHFOw4sdUnLJpIOPs0WE37i8R1UelwcOnRw/LGF8swzz/D888/PefmOjg4qKipobW3l3HPP5fbbb8e2c7f+HR0dbNy4ccr73vGOd/Dyyy/n7LUWSgJQZUQpNV6fv7+3tE86hShlPemT3HwbCsX57wPHufKclayo9tJY5WF1XQVt3X4gVSoxEkqwvzdYktsDy9Yc6Aukgk8z9NJyGQ4aKj0cOh7k2FC4rLNaRPbC8STRhIXbmTr0UaRS/suVOenANpMFVS6B2kDUZDhc+OynjEqPk5EyyYIKxkyGQwmqvDP/bL0ug9oKF3u7A3SPRhZp7eYv0z9wJJRYUF9Gw6FY5nOnehEu4oUmUfxiSWu8b1GFy2AwJL8fc2HZNlFzbsEngEe2b+eyLVv44SM/wFCKeLJwWVDzDUABnHHGGezZs4e9e/dy4MABduzYkae1K24SgCpDDZUeRsMJ9vUGy/rgWohiFEkkCcWTi9Jn5YevdKOBGy9oGr+tuan2hIBTfaUHf6T0tgepUokAw7MEnzIMh6Kh0kP7YLjsRoWL3BgJJ07qiZaZXFSOkpZm8rurqXDRVSZZUB1D4UXrszdXPpfBkaFQyQfBO4fDeOfYYDxzAeD1/jEOF+G217Rs9vUG8Ufmti+ZjctwUON1sbcnQDBW+sFGkRuZEjwAj9PBWMwsyQt/i8myNZGEhUPNLfgUCoX47W+f5777H+CHP/jBeKle0rK555572LRpEy0tLdx5550AHD58mKuuuoqWlhY2b95Me3s7WmvuuOMONm7cyKZNm9i+fTuQCiZde+2146/1mc98hoceegiAtWvXcvfdd7N582Y2bdrEwYMH6ejo4P777+crX/kKra2t/OY3v+GRRx5h48aNtLS0cMUVV8z4XpxOJ5dddhmHDx8mFApx5ZVXjj//448/DsAXvvAFvvrVr44/5q/+6q/42te+Nu3yAMlkko985CM0NzfzgQ98gEjk5AsDv/jFL7j00kvZvHkzN954I6HQ4mfuFteeW+RM5qRzb7efTavrxq/4CiHyaziUmEv5eg5eJ87P9/dz5dkrWFnz5vSnlqY6frqvn9cHQpz7lhrgze3Bq91+NpbA9sCyNQf7ggzN82q1Qykaq9x0jUYxbc2GldXjB4RC9E2RmVjOJwhJyz5pWzQxC+qMEp6Il8l+Wl6gyXfTSU3EixOMJkt2Il4wZjI4lphXmZrhUDRUeegcCZNIWmxYWY2zCBowJ5I2+3r8hONWToJPGW6nA582aOvys/nUZVQWSRaeKAytNYmkhS994VEphQLCcYtaX+E/B7n2t0/u50BvcMHPY9ka0i2fzl5VzV/83jkzLv/kE4/z7ve8h/UbNrCsfhm7d++itXUzTz71E3bs2MELL7yAz+djZGQEgFtvvZU777yTrVu3EovFsG2bRx99lD179tDW1sbQ0BBvfetbZw0WATQ2NrJr1y7uu+8+7r33Xv7jP/6D22+/naqqKj73uc8BsGnTJn7+85+zevVq/H7/jM8XiUR4+umn2bZtG16vl8cee4yamhqGhoa45JJLuP766/n4xz/ODTfcwJ//+Z9j2zbf//73efHFF6ddHuDQoUM8+OCDbNmyhY997GPcd9994+sHMDQ0xJe+9CV++ctfUllZyT/90z/xL//yL9x1112z/gxyqfw+FWJcnc9NNGGxt8tfFlc7hSh2Wmt6/VGqPPk/8fjhrnT204VrTri9uakWBbR1nbjzq/O5iSQs9nb7iRfx+PlM8GkwFM+qVCJTinw8GGN/b6Cksr5E/kQSScITyu9SVFn/fqTKGk4+zKv2ln4W1NHBUNFlP2VUug3aSzgLaj7ZTxM5lGJ5lZfBsTiv9gQKvp+JJ1P7u0jCos6X+ympXpeB23DQ1i3H2Etd0tbY6YEPGQolGXIzyPQqns8lwke2b+cDN34QgA/ceBOPbN+OUvDMr37FH334I/h8PgDq6+sZGxujp6eHrVu3AuD1evH5fOzcuZNbbrkFwzBYuXIlb3/723nppZdmfe0bbrgBgAsuuICOjo4pl9myZQu33XYb3/jGN7CsqbcJ7e3ttLa2smXLFt73vvfx3ve+F601f/mXf0lzczNXXXUVPT09HD9+nLVr19LQ0MDu3bv5xS9+wfnnn09DQ8O0ywOsWbOGLVu2APChD32InTt3nvD6v/vd7zhw4ABbtmyhtbWVb33rWxw7dmzW959rxbn3FjlTW+EmGDNp6/LTsqau7MYvC1FMwgmLqGnRUJnfTWsm++ldZ61gVc2JGQDVXhenL6+krdvPLRedesJ9me3Bq10BNjbVFt32IBN8GgjFaKxcWGZDQ6WH0XQW6MbVtXiyOKES5WMknGByMpzhUEQT5RuAmlgSMpHhKO0sqEDEZDRiZtVIejH43KksqEDUzEvgI5/G0tlPDZXZr3d9pYdgzGRPp59NTbX4FqEf4mQx02Jfd4C4ZVNbkb9/A5/bSSiWZG936hhb9jNL0+SBDwAVboOhUJw19b6CrFM+3X3deVk/1rY1EdMCDVNcH5nW8PAwv37mfzhwYD9KKSzLQinF3/3DPwIaS6cuAmeCgNNdAJjudqfTeUJD8FjsxEEDHk9qf2MYBslkcsrnuP/++3nhhRd46qmnaG1tZc+ePTQ0NJywTKYH1ETf/e53GRwc5JVXXsHlcrF27drx1//EJz7BQw89RH9/Px/72MdmXX7yZM/J32utefe7383DDz885XtYLJIBtQTUeF1YtmZP5yjRhFylESJfhsbii1Ly9ejuHixbc9Ok7KeMlqY6DvWPTXlVtsbrImHZtBVZZqRlaw71pzKfFhp8yljmcxMzi++9isXX54+eVCbjdCii0xxIloOY+WZT3MlKOQvq6FCIiiILnk9W6TY4UoIDETpHInicjpNOWuarxuvC1rDr2OiiZ4HETIu2Lj8Jy6bGm/9s5CqvE9PS7O+RjNulyrTtk/rteZwOgtIH6gS21kRNC7SeV/AJYMejP+IPb/0QB99o57XXD/N6+1HWrl3L8889x5VXvZvvfOshAmNhAEZGRqipqaGpqWm8yXc8HicSiXDFFVewfft2LMticHCQZ599losuuojTTjuNAwcOEI/HCQQCPP3007OuU3V1NWNjY+Pft7e3c/HFF7Nt2zYaGxvp6uqa03sLBAKsWLECl8vF//zP/5yQkbR161Z+9rOf8dJLL3H11VfPunxnZye//e1vAXj44Ye5/PLLT3itSy65hOeee47Dhw8DqVLA119/fU7rmUsSgFoiqr0uNIpdnaOE4+V7wC1EoWit6Q3kf/rdaDjBz/b1886zVrCqdupATUtTHUlbT1ujX50JSnf5iyIonQk+DYxlV3Y3kxqvC8tCtn1LWKb8bnJ2guFQxMzyPTmYOBZ8MsOhcChFr7+0JuJlsp+KveeOz+3EHzEJREunBGcsZjIQzN1UwSqPE4/T4JWOUYbGYrM/IAeiCYs9XX4sW1O9CMGnjBqvi1Dc4mB/cLy0SCwdySmGWSil0DqVGS/SwaeEha31ScNA5uKRH2znuvf//gm3vf/3t/KD7z/Me66+mvddex2XXPxWWltbuffeewH4zne+w9e+9jWam5u57LLL6O/vZ+vWrTQ3N9PS0sK73vUu7rnnHlatWsWaNWu46aabaG5u5tZbb+X888+fdZ2uu+46HnvssfEm5HfccQebNm1i48aNXHHFFbS0tMzpvd166628/PLLXHjhhXz3u9/l7LPPHr/P7Xbzzne+k5tuugnDMGZd/pxzzuFb3/oWzc3NjIyM8KlPfeqE11q+fDkPPfQQt9xyC83NzVxyySUcPHhwTuuZS6rUrs7kyoUXXqhffvnlQq/GgnUOhzk2HJlzmnckkcS0bFpPXVY0o4uFKAeBqMmuY6N5Lwt5cOcRnmjr5eu3XnBUlzcAACAASURBVMApdRVTLhMzLW75xu+4vuUUPrpl3bTPFYon0Wha19QVpEwCUunYB/uDHA/G8/qziySSJJI2LafWLcpVcVE8ekYjHB4IndSE2LI1UTPJpWc0FmjN8uvZ1weoq3BPm81i2ZpANMHFpzcUXTnudPZ0jhIz7aIPQEFqm+NyOjh/Td2CM4oWw4HeAP6ImfPAjWnZ+CMJzlpVw+plU++zciGSSLKny49CFez4digcY1VNBWetrM7qJFuUpoFgjAN9wZMuoPkjCdYtr6RpWemX4b322mucc87MTcKno9OZT5at81olYNkar8vAVQQDEHLFtm02b97MI488wvr16wu9OjOa6ndEKfWK1vrCycuWz7+QmBOf24nLcLC7AGnRQpSzwbFY3nd6o5EEP9nXzzs2rJg2+ASp5qhnraqmrXvmKRxVHieOAmZGLlbwCVLbPq/LYNexUUZC8by+liguvVOU30EqCyhh2SVXJjUXScs+qSnuZIZDoZSiL1AaWVCBiMlICWQ/ZfjcTgKRRElkQYXiSY7nMPtpIpfhoL7Sw6H+IEcG89OcPRxPsqtzFEcBg08AjZVe+gLRvL1PUZziSRtjim2tx5nqA7WUaa2JLULwCVKDEOKmVTafvQMHDnDmmWdy5ZVXFn3wab4kALUEZU7Edh8bJRAp/gMjIYqdbWv6A7G8H/g+truHpGXzwbdO3ftpopamOo4MhhmbJdBc6XHicjjY3TlKaBGDULatOXR8bFGCTxlel0G1x8Webj8DwcUpCRGFFU1YhOMnl99laA3mFOUTpS5pn9wUdyo1Xhedw8XfC0przZGhEJXu0sjUyvC5nSXRC6pzOIzbWHjvp+kYDkVDlYdjI2Fe68ttmVooHXxyORxFEZxsrPTQNRqlczhS6FURiyTVb+/kU2qvy0EgklyyZZmp4JONaeU/+ASgFNik9n/l4Nxzz+XIkSN8+ctfLvSq5JwEoJYor8vA53ayu2uU0XCi0KsjREkLxkySeb66448k+MmrfVyxYfmM2U8ZLWvq0MDe7sCsy/rcTtyGsWiZkZngU38gtuiTrNxOB3UVbl7tCdAzWhqZHyJ7o+HEjHOeFZC0y68PlGmd3BR3KqWSBRWMJhmNmAUrFc5WKWRBpbKfYlR78/uzdShFY6WXwbE4r/YESCQX/rkLxkx2HxvFYxhF87uhlKK+0k37UEj2MUtELDn1xFGlFBpNOLH0+k9qrYknbUzLxmksXjmqoRTxZHlmNpcTCUAtYePZAF3+RWsQKUQ5Oh6M4c5z+d2OPT2Yls0Hp5l8N9mGFVVUuIxZy/AyKtzGm5mReTxZejPzKbagUd8L4TIcNFR6OHQ8SMeQlEqUs7kMBjCT5ffvP1VT3OlksqDiyeLMgtJa016C2U8ZPreTw0VcktU5HMFtGIvWp6q+0kMoZrKna2GTmQPRVPDJ6zKoKLLfDYdS1Ps8HOwPSrbtEhA3rWmDLA6lGCviAPR8zHUblgk+JZKLG3yCdBaUrcsmC6pUzHf/JgGoJc7tdFBb4WJvT0B2kkJkIWnZHA/G83r1NRA1eerVPt62fvmcm1k6DQfnnVIzpwyojExm5J4uP/5I7jMjbVvz+kAq86neN31z5MVgOBQNlR6ODEZoHwhhy8FK2YkmLEKx5IwNtjWpEdrlZj7vKZMFVawT8QJRE38JZj9l+NxOxtLvodiE40mOB6N5z36arLbCjWXDK8dGssq69UcS7O4cHW8pUYwMh2KZz83+3qBUGpS5mSaOepwOhkKl/+/v9XoZHh6eU6AhUaDgU4bhUCQkC2rRaK0ZHh7G6516MvdUSnNvLnLKZaRKUvb1BDjX1qyaQ3mPECIlGEti6/yW3+3Y3UPcnHv2U0ZLUx0vHzvKUGjufZa8LgOlYHenn5amWupzVCKXCT71+VOZT8UwFcqhFI1VbrpGoyQsm7NW1SxKnwKxOGYrvwNwoDBzUApUbGIJa8qmuNPJZEGdUlcxbb+sQkj1fgqXbPZThs/tpH0oxAW+ZUWx7cvoHFnc7KeJqjxOYqbFrmOjbFpdS8Mc9zUjoTht3QGqvc6i+l2distwUONNXeQ9XyawliUrnW3jmOYz5HUZBKLmojThzqempia6u7sZHByccbmkbZO0pv95LBZba1yGo6R/5qXE6/XS1NQ05+UlACWA1E5ymc/N/v4gliavo3KFKCf9gWheD4KD49lPjaypn98o35Y1tQC0dfm58pyVc36cx2mgvIq27gCbVtfQWD33qxpTsW3NG0UWfMpQStFY5WFgLI5pBTj3lJqyGuG7lPUGZy+/MxyKaJE34M5GPGlP2RR3OpmD9F5/lHWNVflarXkLRE0CEXPRe8Xlms/tZCgUwx8xWVag0uPJwvEkxwMx6gu4Pl6XgeFQtHX5OectNbxllgugQ2MxXu0JUuN14XaWxnba7XTg0wZtXX42n7qsKBqli9wxLXvG6xwOpbC1JpJIUl3CAUiXy8W6detmXKbfH2V/f5CGag+OAgd+4gkLS8EFa4sr6C9SSmPrLRaF03DQkK5Z7xqR6R1CzMa0bAbG4vjyeHV+x54eYqbFB9966rwfe1pDJTVe55z7QE00sTx3cAE94rTWHB4co8cfLbrg00QNlR4CUZO93f6i7YUj5i5mzl5+B+A0VNFPgMtGJDF9Sch0aivcdI0UTy+oTPZTPreviymTBVUsZSFdoxGceZx8N1cuw0F9pYfX+oMcmaFX1uBYjL09AWorSif4lOF1GbgNB23d/rLc3ixlSVvPOvBBAWPR8m5EPhCMcaB/jPoKd1FkHVW4DcbixVn6LCQAJSbJ9EV54/iYNOcVYhaZHVu+Uo3HYiY/3tvHljMbOXWe2U+QWq/mpjraugNZfZYz5bmvdgc4Hph/EErrVOZTjz9KY6Wn4Cc6s1nmcxMzbfZ0yklCqRsNJ2arvgPSGVCJ8ivBm6kp7nQMh0Jr6PMXRz/IVPZTomR7P03mczsJxYrjhCgcT9Lnj1GzyL2fppM59uwYDnOwf+yksfXHAzFe7Q5QV+Eu2QxVn9uJ0koucpSZ5CwZUJAKQA6F44uyPoUwHIqzrzdAXYULZxF9Post6C/eVDy/JaJoGA5FQ5WHI0NhjgyF5YMrxDR6A1Eq8tgA9fE9vURNa969nyZqaapjJJygO8sGw5ny3H29Afrm8RwTg08NvuIPPmXUeF3YNrxybJRwvLyvWJaz3kBsToELp8NBrAxPBuPW1GPBZ1Nb4aZzJFzwE+Q3s5+KI0CSKxWu4jgh6hqN4CqC7KeJHErRWOnheDDGvp4AiXRvtj5/lH29AZb5Sjf4lFHldWJamv09AUyr/ALfS5FpzZ4B5XUZ+CNmWQ478UcS7C3S4HBmAEQ+JzuL7BTXb4ooGg6Vuhp1bDjCGwNjZbnRFGIh4kmL0XAibwGoUCzJk3t7ueyMBtY2Vmb9PJk+UHu75l+Gl+E0HDRUejjQH6R7dPbyXK01hwdCdI+WVvApo8rrxOlQ7Do2KgcuJShmWozFzDlNxzIcCtOyy2ofZ9kaa4amuDPJZEH1FzgLqtyynzKKYSJeJFFc2U8TqfSxZzBmsqdrlM7hCAf6gzRUeooqs2IharwuQnGLg/3BkzK9cklrjZ3eFiQtG9NKTSaLJ63xr8y0MjN9fzL9ldmG2OkvrXXBg6bFKpG0cMySA5XpAxVOlNdFrWDMHB8IkO/gU38wltVFQZ/bydGhcB7WSCxE8e19RNFIXY1y0+OPYmvYsKK64E3lhCgW/vRY5XwFVx5v6yGSsLg5i95PE62q8bKi2kNbd4D3NZ+S9fMYDkWDz8Oh/jG0ZtqG6Fpr2gdCdI1GSqLsbjo+txOHstjdOUrz6txNAxT5F4jMb+S1AkzbxuMoj15Dqaa42X/uaivcHBsJs6rOW5ApY6m+caGiDz4dD8YYjSQ4e1XNvB5X6XbRPli4iXidI8WX/TRZXYWbUCzJ4cEQDT5PUfSUyaVlPjdDoRiv9QWp8TqxdWpql601WoMmNbzDRqNtsNPfazS2Bm2T+rutsUkHm3Tmz9RzoACtQKWfUCkg/XeYNWtnOirzVLzZfiDzu5T5Zxr/Pv0Yr9vgvFNqy+7fESBqzr3fXjhe2o3IJwrFk7R1+vG5jLzvJ/Z2+7n7if1ccnoDn7/m7Hk9NjUAIk4gYlLrK4+ffTko7r27KDilUied/YEYtq1lTLkQad3+2KwTtrIViid5sq2XS09vYN0Csp8g9Rluaarj+SNDCx4DPN4jLp0VedqkdcsEnzpLPPiU4XUZOJRiT7efjafUsqJmYdMA58NONzZ984QkfVIB6PTJiib1M9fp25iw3OT7Mrfbtk6f6Lx50jLxxAdSwcW5ZA8Vq95ADJ9r7p9NDSQtTbkMp0qmT1SzNTELavJnfDH4IyZjUZPGqsX7vM1Xrz/K5x/dSyRu8V8fv5iKeTRKr3AbDIVijEbMRZ9AF0kk6Q/EqPcVxyS+mVR5nVSV8WlKY6WXQOTNbLhMYEehSP83HuhRqDf/nl7GoRQOQ6WXUxPuy9+FMWA8E0qPfz/z/QAjoQTxpFX0QeVsxE17Tv32KlwGQ6EEq2rLY8r468fHcBmOvB8rvHF8jC899RqWrXmxY4SYac37NStcBh3DYVp8dXlay9zRWhNJWGU/LbO8353IiUxK9MBYHFsHOXtVddmkQguRjWjCIhjN32jwJ9t6CScsbn5r9r2fJmpuquW/XzvOkcEQ61dWL+i5DIei3ufhyFAIG83ahkqUUqng02CYztHSaDg+V25nuhF7T4ANSZs6nysV1MlcgZ4QyJkY5EmmyxaSEwI+lm1j22ClAz62nQr+WOllLBtsbTO5KiNz4Tp9SXv89omLKd684D1tpYRObc9V+gGZE5WJJz5xy8LWqYsNpShmWvgj8/tsKlIBqHIxl6a4s8lkQb2lrmJRJ45prWkfKu7sp+FQnC88vo9IwiJh2bzYMcLbNyyf13NUul0cGQyxbJGzoLpGIjgdxZ39tJTUVJReRsZ4sGv8hpOWmOIxqV5J5Shmzq3fnsdpMBpOYNu65KtJYmbqGLihMr+Z4V0jEe5+cj/VXieffscZfPm/X+eljhHetn6e21uPk6FQjEDUpLbIP3PHhsP0B+NccnpDoVclr4p3Dy+KTkOlh+FQnP29mnNPqSm6ZnOiNGRz9aLYjITj5Ov4PRxP8nhbDxevq+f05VU5ec7mptRVn7buwIIDUJAOQlV66BiKYGtY11DJkaEwnSMRGivdZXdy40r3wGofDAHpK9ScfJU3c4MjfRnaMaEsIXMFW03xd5ehTly2gD8/nzboC8RYU+8r6iDAdAKRxLw/mxpIlFFD4IRlLyD/KcVwKGydagC9mFlQ/ohJKGbSUFmc2U9jMZO7ntjPWCzJP2zdxN899Ro7Dw/OOwBViCyoSCJJX4lkP4nyoqFsm67HLWtOGbeGQ2HZmohpUVXi2S3zLXPPxsBYjLue2IfhUHzx/RtZWePlweeO8lz78LwDUABep5Njw+Hx4+Fi1Dkcpn0wjGueE2xLUWl/AsSiq6/0MBpJsOvY6KIFEeorXTQt85XdSe1EYzGTSNxiZW1xHnTnSjRhsa8nQPOa2oL0FsmVXn80bwcQT+7tJRxfeO+nieor3ayp99HW7ecDFzTl5DkdSlFf6ebYcCRVRhA1yzL4lJEpPyx3DqVwOhx0jURKMgtqvuV3AA4UiTKahBc37awakE9WV+GmcySyaFlQmeyninn++y2WaMLib588QF8gyt9cdx4bVlaz5cwGfra/n0giOe+AbaXbxZGBEMvWLk4WVFcJ9H4S5cmBIm6WzzY2Q2uNadkYnjl+phSEY2bJB6Cy2c/Ohz+S4K7H9xNNWPzDDZs4pS5Vtnjp6Q386uBAVheyq7ypXlBjMbMo+3B1jURSPe8qPQRj+Q/wFZqksIh5W+ZzYzjU+PSMfH+9MRDi6FC4bCdwjMVMdnf66R6d+4j7UpVI2gyG4vT6S/e9huNJwnErLwG0SCLJ43t6uWhtPWeuyE32U0ZLUy0H+oI5vQqZGVQQSVg0lHHwaamp8TrpC8SIlNjEnngyVX7ndc3v0MZpKKJldHIUMy2cOSjxMBwKS2v6A4uzvc5kPxVj5p1p2fz9T1/jjYEx7rj67PGr6JevX45paV48OjLv56xwG4zFk4wuwkS8aMKi1x8r+RNfUZrKbRubMd+yQq8z1QeqlGXK3OfT924+Iokkf/PkfgZDcb5w7bmsa3zzWPjyMxuJJ21eOTaa1XN7nA46R2af5LzYukcjvH58jHqfhxKvzpyzogxAKaXOUkrtmfAVVEp9Vin1N0qpngm3/96Ex/yFUuqwUuqQUurqQq7/UuBxGnhdi/PVUOnh2HCEI2UYhBqLmezp9ONxOggnyn/ce8Ky8bocdA5HiJXowchwKJ63RvxP7u0jFE9yy0W5y37KaGmqI5G0OdgXzOnzKqWorXDlJONCFAeVzoIqxgO1mQQiZrq0cX6/i4ZDETPLpzwklpxbT5K5qKtIZTkmkvn9+RRz9pNla778i0Ps6fLzZ+9az6UTenOcvaqahko3Ow8PZfXclW4nRwZCeT+26R6NnFDqK8RiMhyKaBltYzOStj2vcYJel8FIJFHS5zLZlLnPVTxp8cUfH6BjOMJfXHM2551Se8L9551SS22Fi+fas9veVnmcDATjhOLFc3Gtzx/l0PExGirLb9rnTIoyAKW1PqS1btVatwIXABHgsfTdX8ncp7X+CYBS6lzgZuA84BrgPqVU6db3iBNMLPVpX4QDtcUSiifTwScDnzs1hrdca+QzookkLocDh1IlmfGltabHH83LdIpIIsnju3u48LRlOc9+Ati4uhaHSvWBEmI2NV4nff4Y4SI6UJtNXyBKRRal4U6Ho2QD4lOJmxZOR24O7xYrCyoz+a7Ysp+01tz3zGGeax/m45ev46pzVp5wv0MptpzZyCvHRrP6rCxGFlQ0YdE9Gi3KshOxNLgMB9ES2pfM1XwzoMb7QCVKd3+Tr/K7pGVzz88Osb83yP++agMXrq0/aRnDobj09AZe6hghnkXZvFIKt5G6CF4M+v1RDvQFafAtreATFGkAapIrgXat9bEZlnk/8H2tdVxrfRQ4DFy0KGsnFkWm1KdzNMIbA2MlH4QKxZPs7hzF4zTG01gV5P0qc6FFEhZOw0FNhYvu0dLLggrFk8RNOy8N+J/a28dYnrKfIHXl58wVVezt9ufl+UV5UUrhMhx0jRbHgdps4kmLkYiZVQAqlQFVWtuimcRMK6cHs/nOgkpN0AxR6S6+AMm3fnuMXxw4zk0XruH3W1dPuczbzmwkaWteyKIMD1Lb5vY8HtdI9pMoNKdDESujPnsZySwHPoRipVnxEE9aBKLzL3Ofja01X/vVG7zYMcKfvP2MGYc6XH5mIzHTZleWZXjVXifHg9GCX1wbCMY40BekPt3WZqkphQDUzcDDE77/jFJqr1Lqm0qpZenbVgNdE5bpTt92AqXUJ5VSLyulXh4cHMzfGou8UErRWOmhxx/l9eNj2JNnlZeITPDJbThOqqEu+wCUaY0fCDsdiq4SK/EZylP5XTRh8dieHi44bRkbcjClbjotTXW8PhAqud4+ojBqvE76SyQLKhAxUWQ3QdBwKJK2xirRfcpElq1J2jqn2ynDobDJXxbUaMRkLJa/niLZ+tGubn60q5v3blzFhy6e/sLAWauqWV7tYefh7I4rvS6DUNxiJJz73jAxU7KfROEppcoyy9+05leCB6kWJsOLMEUuHwLpTM1c9vvUWvPgzqP8z6FBbr34VN636S0zLr9xdS01Xic7Dw9n9Xqpi2tGQS+uDY7F2NcToM7nxrlEJ8oX9btWSrmB64FH0jd9HTgDaAX6gC9nFp3i4SdPx9b6Aa31hVrrC5cvn/8IR1F4SikafB56/TEOlWAQKlV2lwo+TVVqUG4758ki8eR4aUi110WPP1oywRDb1vSM5qeJ61Ov9jEWS3JLDiffTaWlqQ7L1uzvzW0fKFGelFI4jdLoBZVt+V2Gojy2v6ZlT3lAtFC1XjcdeciC0lpzZKD4sp9+vr+fh57v4Ir1jfzJFWfMeMKllGLLGY3s7vRn3VukyuPkyGDuWwx0jURwSvaTKALlso2dKGba8w4gVLgMRkJmSVZyLHQ/O5XtL3fxRFsv17ecwgcvXDPr8gstw4P0xbUCDVoZGovxajr4lI9qilJR7O/8vcAurfVxAK31ca21pbW2gW/wZpldNzDxt7YJ6F3UNRWLRilFQ6Wb/kCMg/3BkrlqHU4Hn1zTBJ8Mh6OoGuPlWtKyT7gy7yixRsdjsSRJ28r51YpowuKx3d1sPrWOs1blL/sJ4Oy3VOMyFG1dUoYn5iZ1oBYt6m1TImkzmmX5XYYGkiWyL5lJ0tZZlYTMxnAodB56QY1GTMbiyaLKfnru8BD3PXOYzacu47NXbZhTNtnb1qfL8I5kd1U+H1lQMdOixx+lRrKfRJGYb8+kYpdNubPhUCQtu+SmAi6kzH06T73ax3df6OSdZy3n45evm3Nm1WVnNhI1LXZ3Zncsmxm0sthVGCOhOK/2BKmrWNrBJyj+ANQtTCi/U0pNzMvbCuxL//0J4GallEcptQ5YD7y4aGspFp1SisYqD8eDcQ72FX8QKpwuu5su+ATgMhThEm5MOBvT0iddmU81Oi7uk9uMgbEYTkfuT5J+uq+P4CJkP0Eq9fuct9TQJn2gxBylmnYaRdO0cyr+SAKtF1YWoEgFyUtdMk8ZUAC1FW6OjeQuC+rN7KfiaTy+p8vPvb84xFkrq/mL954955OE9SuqWFHtyXoaHuQ+C6p7NIrhkOwnURw0ZZgBlbRwZlPurCiJ496JFlLmPpVnDg3w779u5+J19fyvd62f13aqeXUt1R4nzy1ge1vtddLrjxFdpPMufyRBW3eAGq9ryQefoIgDUEopH/Bu4NEJN9+jlHpVKbUXeCfwvwG01vuBHwAHgJ8Bf6q1Lt8zeTGuscrDQChW1EGocDzJ7q6Zg09QvlNCMqY6aXnz5DZcgDWaO8vWHA/mvvwuZlo8uruH1jV1nP2Wmpw+93RamuroGI7gL9EeBGLxZZp2FusBc38whm+BGTSpk6Pi3IfMh2nlJwMK0r2g0tvCXCi27KdD/WP83U8O0LSsgruuPQ/vPK70K6W4/MxGdnf5CcWy+5x4XQahRG6yoFK9nyKS/SSKhgNFvMSyfmYTM+2s+u15nAbDodI6BusPxnKW/fRyxwj/+vQbnHdKDf/36rPnXVngNBxcckYDLxwdyTqo6VAKp6Ho8ef/4logYrKny0+114nbWbShl0VVtD8FrXVEa92gtQ5MuO2PtNabtNbNWuvrtdZ9E+77O631GVrrs7TWPy3MWotCaKz0MhiKc6AvUHRXsMeDT46Zg0+QmhISTVolWRc+F4lppoVUe530B+OMFfFUkGDUzHljX0hlPwWiZt4m302lpakOgFd7ArMsKURKMQeKE0mbkXBiwQfGDlUek/ASSQtH3nKgoMbromM4vOBMhmLLfjo2HOZvn9xPXYWbv71+I1Xe+a/X5Wc2Ytma32VZhgdQ5U5lQS20v6VkP4li4zRUyZWdzSaRZQZUhSsVgCqV4/1c7WcB9vcG+IefHmRtg48vXHtu1gGZLWdkyvCym4YHqf1Z92g0r/v+QNRkd9coVR4nHmdxXGwpBkUbgBJiPhoqPYyEE+zvDRZNECqSSLKnyz+n4BOkTvK0TgVqylHMtDCmOBhWSlHhNDg6VHwntxn9wRgeI7c7jphp8eiuHlqaajl3kbKfAM5cUYXPbUgfKDEvqSyoeNFlQQWiuZnK43SURwAqmkVPkvlwGg5sW9MfWFgWVDFlPx0Pxrjrif24DAdffP9G6ivdWT3PmSuqWFnj4TcLKAt5MwsqnvVzSPaTKEaGQxE1y+f4NmnZ2FmWfhsOhWWXTh+oXO1njw6F+OKPD7C82sPfXHfenM6NptPSVEuVx7mgsmeHUhhK0TOanwmvwZjJns5RKt0SfJpMAlCibNT7PPgjCfb1BgteZx5JJNnd6cdQat4b2FxPGSoW4Xhy2jTbKq+T4VB8fCdXTEzLZmAshs+T253Hz/b341/k7CdIHfhsWl1LW7dkQIm5U0rhcTo4VmRZUMeDMbw5OLBzOhzEymDbGzdtnEZ+s14WmgWltaZ9YCwvE0XnazSS4AuP7yORtNn2/vNYVevN+rlSZXjLaev2E1zAvqzK7aR9MJx1FlTPaBRDSfaTKC7l1mYiaZ/c13Q+bDTheGkEoHIx/a7XH+WuJ/ZT4TbY9v7zqPNlF+jPcBoOLjm9nhcXUIYHqYncXaORnF+AGouZtHX68bmd8yrnXiokACXKSn2lh2DUZF9PoGBBqEzmk6EUlVkcYJdDH5KpRMyZU5UrXE6O5mEM9UIFoiZak9OD+XjS4tFd3TSvruW8U2pz9rxz1dxUR38wlrNeLmJpqPI4GSiiclnTshkKxRfc/wlS5SGxMhgCkW1PkvlYaBbUSDhBKG4V/KA8FE9y9xP7GQknuPvaczmtoXLBzzlehnc0+zI8r8sgnLAYziILKmZadI1GqKmQ7CdRXAyHIpYs/W1shjlNW4m58hrOBWU6LpZclN8Nh+J84fF92LZm2/s3sqI6+0D/RFvOaCScsNizgIz+TKlyXw4nvIbiqfNAj9Mo+H6uWEkASpSdZT43oViSvd3+Rc8miqY3hA6yCz6pMmzSmBGJWzNOfqj0OBmJmEWXBdUfyE2GxUQ/39/PaMTk5kXOfspoaUoFvWQanpiPYsuCylVZAJTPyVFqKlP+D+2yzYLSWnNkMFTw7KeYafHFHx+gayTCX/7eOTkbAnHG8kreUutl5xvZl4UAVHucHMkiC0qyn0SxciiFrctnEl7S0qgF5EB5XQ6GSqAPVDC2sP1sMGryhSf2MxZL8jfXnceaZb6crVvLmjoq3caCyvAg0505YgAAIABJREFUtT/rGokQz8ExQDieZE/XKG7DURQl5sVKAlCiLNX53EQTFnu7/TnZoMxFNGGxu2sUlWXwCcBlqKLrsZILScsmac9+Zb7SbXC4iLKgEsncZVhMfM4fvdLDxlNq2LR68bOfAE6t97HM56KtS8rwxPxUeZwMjCWKIgsql8Fhh1JYti7aaapzYdsa08p/BhSksqCsLLKgRsIJQonCZj8lLZt/+tlBXusL8n/ecxabT12Ws+fOTMNr6/Yv6GJKNllQmeynaun9JIqUonwCUKZts5CZo07DgWnZxIq8L9ZC9rPRhMW2Hx+gPxDlr993DutXVud03VyGg4vXNfDC0eEF/V4ZjlQP3n7/wqoC5tv7dymTAJQoW7UVbuJJm1e7AnkPQqUyn1LBp4Vc2XUZDiJlUAYymWnNrVbe53YyFjUZjRT+5BbAH0mgs2wyOZ2f7+9nJJJY9N5PEymlaG6qY2+Pv2iCfaI0ZIYGdBR4aEAuy+8yFKqkT45Me3HXvdbr4tg8sqDGs58KeGBua82/Pv0GLx8b5U/feSaXn9mY89e4/MxGbM2CpuHB/LOgev3RVFPdRQhACpENpcqnzUTctBecaag1hBPFe9F5IftZ07L5+5++xhsDY9xx9dk0pycw59qWMxsJx60FZ/TXVrg5NhLJunImUwGTTe/fpUgCUKKs1XhdxC2bti5/3iYcZYJPLDD4BKlJTJEi3hllaz6T/ao8Lo4MFEcWVI8/mvPspx/u6ua8AmY/ZbQ01eKPmHSORAq6HqL0VHmdDIUS46n5hRDMYfndOKVLOgCVnGOgP1echoOkrefcS67Q2U9aax549gi/fn2QD196Gleftyovr7OusZJTar0LLgvxugwic8yCipkWXSMy+U4Ut3IqwYvN0td0LjxOByPhRI7WKPeyLXO3bM2Xf3GIPV1+/uxd67n09IZ8rB4A559ah89t8NwCt7epLChNfxa9oGJmKgCmdPYVMEuNBKBE2avxujCTOi9BqJhp0dY1CnrhwSdIHdDHk3bW02+KVSI592aNXpfBWCLJUKiwzRljpoU/Yub0SsZ/H+hnJJzglreemtsT5yy0pK9GSR8okQ1vgbOgjgdjOR9rrHUqiFOqCrHutV4XHUOzZ0HZduGzn773YidPvdrH1vNX84HNTXl7HaUUl69fzt4FluFBquR1LllQfYEoSrKfRJFzlFGf01hy4eXOFS6D4QIf684km/I7rTX3PXOY59qH+fjl67jqnJV5WrsUl+HgonX1/O7ICMkFBjdrvC6OjUTmFSRNnQf6sW1NlVeCT3MlASixJNRUuLBszZ4cBqFiZirdUmuV042OQs0rY6gUxEwLYx4Blyp3dg1Yc2k0nCCXx/Kmlcp+OuctNTQ3FTb7CWBFjZe31HqlD5TISioLKl6QoQGmZTOY4/K78ede5DK2XEr1JFlcc82CGgnHC5r99ERbL99/qYt3n7uSj162Nu8XADJleM+35z8LKp606ByW7CdR/JyGIlomAai4ufCBD07DQdy081ahsRCmZTMcnv9+9lu/7eAXB45z04Vr+P3W1flZuUkuP7ORUDzJ3u6FHc9mehvONas3nkz1Gk5aWnrvzZMEoMSSUe11oW3Y3TlKdIF9lsaDTzZ5iHhr4os8vS/fwvEkzhkm4E3mdRlEzMJmQaXK73KZ/XScoVCCW966puDZTxnNTXXs6w2UdONlUTgVLicdBZiIF4yaaE3OJ30ZShEr4R58ZtJe0FSmbM2WBWXbmvbBcMGyn351cIBv/OYIl57e8P+z9+axkbT5fd/3qaq+yG52k2xyhk3OSXLfY67V7rvXO/MKkRJHlmBrlcQIlEC2kQCRActOHCQGbAMRNjoSIXASOPEByFAsOwhiyFFk71pnJMfxe6y02tXukvOeM5x3hldz2Oxmn1XVdT35o7o4HLK72Ud1Hd2/D9CYeXuG5DPzDqvq+T3fAz/zb615cv29Pj+F5UxiaBsecLEKar9sW0ZI/UQEHVFgUAIeut0rqm668z3HEMjyIec+28/18tf/ZBe//id7+NHbl/FTX/Iu5/QHrswiERHx7pADf+DF/ewiNVXTMLG5U4FucswkaPjULzSAIiYKe1jE8N2d44GzlkYtt+QYH4+8gzyAV34mFsVWoe7LcETWDNRU3bXTet208M++s4tXL6fw2SujCWIchHsraciaiUeHNb+XQoSQZExCyQcV1CjsdwAgCQLUEA//Fbc2RH1inxqj46lxsdFEwyf107c+LeLv/MEnuLeSxl//kVc8+/uxbXhZPNyr4FgeLuPFUUG1O5BpGnb2UzoRHeprEIQXREQBSgCHLf1iWhyGxV25nkQEAccBzIHq9z77u+8f4Fffe4ofXM/iL/3gqqcHrVHJtuF980lxaBueo+o9rHY+ANcMC5u7FTRNi5SnA0IDKGLiSMYkCGD4k+1jNPq8ETrDJ9MandxSYGxohVbQkJsmIn0ooAD7htI0LBR6lMK6SbGuuaqu+P0Pn+Oo3gxE9tNp7p7kQJENjxiMeETyNAvKGKH9ThLDfe1VjeFDcQclFZfanhrb2U8NpHwIZt3cq+CXfucjrC4k8bd+7LW+70HD8lbLhvfNreHa8AD77/fJ0XkVVL6sgnNSPxHhQBQY1BG3UnuBblquaU0TURHFerAGUP3a3N99fIS//68f43NXZ/HX/p3P+HI9ur+WRU01sLk3/PPsTDyCT4vtVVC6aeHhXhmKbtLwaQhoAEVMJNMxCRFBwHe3j3uWvnoxfAJaJ0QB9IMPimFaMKzBwhpn4hFs9SCFdRPOOfbLCpIxd/4fO+qnVy6l8ANXg6N+AoB0IoIb2Wls7FAQOTEYyZiEYqOJiuyNCqqqGiOx3wH25ijMAbmqPnwo7qBEWqfGB2cODPxSPz0+rOPn/+UHuDwTx9f+7C1farGvzk3hyqw7NryYJEI5o4JqGia2Sw1SPxGhQWBsLJrwDIu7lrcXEQWohhmoHKh+bO7f3T7G3/69j/HKpRT+5o++6vmg3+FzVzMtG97wA/+IKNhDuNrLKijdtPD+fhWNpokMXXeHggZQxMQyFZUQEe0hVO2COnFV9y5oThJYIP3gg6IPUQ0eEQVohtVVCus2Dc2EopuISu5cHv/VR4co1Jr4yS8GJ/vpNPdW0vjwoIrmGJxKEv4wFZHw6VHdk6/1vKoiJo5mmCGF/HS+6UIt+DDMxCN4eurU2C/1096xgq99432k4hJ+7qu3fcvnYIzhwVrLhueCxeasCuqA1E9ECGEId9soAJhDPNd2ol9Hxih5Xm32ZL/7+KCG/+63P8TKbAI/+2du+VYyAdhD+i9cn8U3t45cie5wVFDO5zJMCx/sV1GRNWSmaPg0LDSAIiaaqaiEmCjie9tlVDsMoZzhk254EzQXEQXIAboRDcuwjX7pRARPjuqenZgVa03XHugN08KvfXsHa4tJfP7qrCuf023urWSgmxwf5ikHihiM6ZiEY1kfuQrKaJ1ITsVG85DLWqfzXiou3YJzDs30TwEFtFRQ5ovsjGKjCdlj9VOh1sR/8/WHYAB+/qu3kU3GPPva7bi/lgXH8G14QEsF1Srn0AwLz0j9RIQQxoZ/LvQbtxtHI4IwdFacWximhaMe7HfPig187RvvI5OI4r/98dsjycTtl/trWVRVAw9dsOFFWg2FRzUVhmnhw4MqjmUNc9P+3lPGBRpAERNPIioiHhHxve3jc2G6p5VPXp2iigKDYfFQboLaoRnD3ahPrB2V0WdBcc6xV1Ew7ZJd4199fIjDWvCyn07zem4GosDwfbLhEUOQiIh4clQH56M72a6qBizOR2K/c2Cw7RVhQzd5341Fo2AmHsGTYh2aYeFJoYGkh+qniqLjZ7/+EI2mga/9+C3kMgnPvnYnrs1P4+rcFN52wYYHAKlYBE+OGtg7lmGR+okIIeNgwdN0C4KLGqhEVMRRQHKgernPHtZU/OzX30dUFPDzX72NuelgDMI/d3UWMUlwpQ0PaN3Pjhr46KCGUl3DPA2fXIMGUAQBu2UmEZHw3e3jk1P8pmHi4a5dsTlq291ZGMJ/QuSg6ibEITdF6Za1QxtxQ1WtaUAzLFc87Cfqp4UkvnA9mOonwFYBfmYxie/v0gCKGJwTFdQIG/GeV1VER5wvwRHOa69huReKOwyOCurxYd1T9ZNuWvjaN97HYbWJn/0zr2N1IenJ1+2FB2tZfLBfRbFNi12/OCqoZyWZMkiIUCKAQdPDd409jWq42zgaEQWoejByoHqxuf/LjTyqio6f++otXE7HPVrZxcQjIr5wfQ7f3Cq6YsNzypCO6k1SPrkMDaAIokU8ImI6KuG7O8co1JrY3PG3YlM3wncK345G04A05KbRrvnmyJcVl1bVnkK1CUlw57L4rz8u4Hk1uNlPp7l7JYOtQn2ssscI75mOinhy1BiJCsq0eMsWMFpFDWPhzCfRA7TmmXgEz0reqp++t1PG48M6/uoPr+FWLu3Z1+2FByc2vOHDcQEgHY8iJomkfiJCiSQyyHq4nzVUw4Qkuv/9J/vcwtqrzX1jt4xXL6dwbX7ao5X1zoO1LMqKjg/23Wl3np+OkfJpBNAAiiBOEY+ISMYkfH/n2NfhEwfQNP0/CXED2aVg3EwiimelxsjCsi2LI19RXNs0fWNjHzez0/ji9TlXPt8oubeSgcXhSn0tMblMRSVURqSCqio6TIuPftMd0gwow3Q3k2QYIqKAXDrhafbTxm4FksDwldV5z75mr1yZm8L1+SlX2vAA++/Xy+EeQbiJKDAoYVdAjaBxVBIEV8oKhqHWg/2urhp4Umjg7kqwWp0dPn9tFlFJwDsuDfyJ0UADKII4Q0wScWkm4dvwCbBvRHJzPAZQima6Ymmzb/YMe8ejUUFVVR266c4GVzctPCvJ+Py12cCrnwDg1cspRCUBG5QDRQzJ1IhUUIe10dvvAEAUBCgBsEH0i25aCMwECr3Vd7vJxl4Zry3N9NTc5AcP1rL4IF/FkQs2PIIIMxFRgBJytbXdOOru/SgREV2x6Q5DL/fZh/sVcAB3loOlNHWIR0R84dos3nOpDY8YDTSAIogAIgnhlygDtm1Gd7GZaSYewXZJHolP3s18mb1jBabFAylPbkdEFHBraYZyoIihsVVQGsouNuKZFsdhbfT2O8AedKshPJ1XdWtoq3NYqak6Pi00cHclmBsiwG5nAoB3XVJBEURYEQUGdURKdi8YVeNoVBLQ0MyRqfwvotf77OZeBVFRwCuXUx6trH/ur2VRlnV8mK/6vRSiA5P5tEIQAScijocCSjPcDcYVBQZRYNg9ll38rLZ95bDWxLRLtoanxQYA4NrclCufzwvuXclg51jx/QSOCD9TUQlbLjbi1VQdhhf2O9jDfyWEw39VdzcUN0w83Av2iTwArMxO4UZ22jUbHkGEFYGxUDfhOY2jo4Ax+Pbs36vNfWO3jNeWUq44G0bFG9fmEBUFGvgHmOD+6yGICUYSGWTNGGmluReMok1qJh7BTkmB4mJYY1U1XM2X2S7JEAWG5Vn/a8B75V7Lz79BOVDEkExFJdRV3TUV1GGtiajLdodOSGFVQBnuZO2FkY3dCmKSgM9cCu6JPGDb8D46qOGwpvq9FILwFYZwlj0Ao20clQQBx7I/OVC92O8qio6nRRl3Apr/5JCIivj8tVm8t1WEFfJ91LhCAyiCCCAvTojCfeHUDPeDcQXGEJUEbJcarn3Og4rianbIs6KM5Uwi0CdEZ7mRnUYyJmGDbHiECyQi7qigTIvjsKq6pk68CFFg0AwzdMP/UYTihoWNvQpeX5oJ/PX2QcuG995jCscliFEcUHrBKJ/L/cqB6tV+97B1QHk3wGpTh/trWZRkjWx4ASXYd2uCmHDCKlF2UHVzJGG0qZiE/bKKhgtBlnrLfjcVdW8A9bTYwLX58NjvAHvjfWc5je/vVkK3+SaCx1RUQk3RcTykCspL+x0AsNbw3whReCnnHNqEKqCOZQ3bJTmwjUynyWUSuLlANjyC4Ajv8+0oG0ejkoC6ZkIzvP27qam92e829yqIRwSsLyY9WtngfOH6LCIiIxteQKEBFEEEFAZ4fhNyG9mlBryzMMYQEQVsl4bPgnJsQm4NymTNwGGtGar8J4d7VzIo1JrIV8giQgzPdDSCJ4XhVFCHtSYiHtnvHMJmDzEsDosjFI2bbnNyIh/gAPLTPFjL4uPnNTyv0jWWmFwEMOghfb41LD4yCx5gb8zdOFzth17vs47aNAyFF1NRCZ+/Not3yYYXSIL/L4ggJhi/2jDcoqEZIzuVn4lLyJcV1Ie8UecrChIR99RPOyUFAELTgHeae61NHLXhEW6QiIqoqcbAKijLY/vdaXQrPJsjwxzthijIfH+3gqmoiNWF4J/IA8BbawsAqA2PmGxEgaGhha/sAQAUzYQ4wkMRgTFUFPdaZC+iV5v7saxhpyTjznLw1aYO91ezKDU0fHxQ83spxBkCO4BijD1ljG0yxr7HGPt26705xtj/wxh71PpxtvU+Y4z9L4yxx4yxDcbY5/xdPUEMjyQIkF0M2vYDZUQKKMA+7Y9HRDw9qg/8OZqGiWJDc3UAddKAFzILHgAsZxKYn47i+7sURE64w3RUwpPDwVRQNdWAbnpnv3PgQKhO53VrdJaQoLOxW8btXDo0+VeX03GsLSbJhkdMNJLIoISw7AEAmsZo8/YSURFHHuZA9WpzD5vaFAC+eGMOksDoehtAAjuAavFDnPPPcs7faP333wDwB5zzdQB/0PpvAPhRAOut108D+Aeer5QgXEYSGRohHkCZFodujvZGnYpHUKhpqKqDnRaVGxoY3LWubJdkxCQBl2birn1Or2CM4d5KBhu7ZZIsE66QiIqoNQ2UGv03+xTqqi/B0gwsVPkkYbILuoljF74Tog0RALy1lsWjwzoOyIZHTCgRUUBTD+fzraqPNm8vJomoNw3P7kGFXu13uxUkIuFRmwK2De9zV2fx3tYRPdMGjKAPoM7yVQD/uPXzfwzgJ069/0+4zR8CyDDGlvxYIEG4RUQUPPeBu4lmjK6q9jTxiIhPjwZrxNstq5iKuGvveVZs4Orc1EjC173g3pU0aqqBpwP+nRLEWZIxqe8sKMviOKioSPpgvxMFBjVEp/NGiIZlbrK5Z1uF74VsAHW/1YZHNjxiUhEFBjmkFrymbnqiuPTi+d+yOJ73aHPf3KvgVm4mNGpTh/trWRzVNXzynGx4QSLIAygO4PcYY99hjP10671LnPM8ALR+XGy9vwxg59TH7rbeI4jQIgkMzRDWgTt4VbGbjEko1puo9Jkzo+omaqqOhIvtdwDwrCiH0n7ncK/VJkU5UIRbxCMi6prZlwqqphqett+dRhIYFD08myNVNyGGdOA9DBu7FaTiUujy9i7NxPGZS0m884gGUMRkIrTaRsOkNHVQjdEPoETGUPUgB6rX+2yx3sReWQmV/c7hSy0bHg38g0WQB1D3Oeefg22v+xnG2A92+b3tvnPO7doZYz/NGPs2Y+zbhULBrXUSxEhgjAHc9puHEc3wLpdkOiph66g/hUWp3r8l6CLKsoayooduQ3Sa+WQMy5kE5UARrpKM2iooy+rte7RQVyF53H7nEDYFlGpYvv1d+QXnHBt7FdxZTodSbfpgLYvHhTryFcXvpRCELzAWPvuwYVqwuHutyZ2IR0QUau4/o56l1/vsZiv/KUwB5A7TMQmfvZLBu1vF0B7ojyOBfWLhnO+3fjwE8BsAvgjguWOta/142PrtuwCunPrwFQD7bT7nL3PO3+Ccv7GwsDDK5ROEK3CE84QIsE/lvdoYTEUlVGQN5T5UUHtl2XV7z3ZJBgBcmwuvAgoA7l3J4P39Smj/7RHBw1FBFRsXh6v6ab8DbAWUGqJ8EruVKXxDmGE4qKoo1Jq4uxK+DRFgtzMBoHBcYnLh3inl3cKwOJgH4RIxSUCtqY/0Gayf++zmXgXTMRE3suE8XH2wlkWh1sSjw8FLiwh3CeQAijE2zRhLOT8H8O8CeAjg6wD+Yuu3/UUA/6L1868D+AutNrwvA6g4Vj2CCDtaSBVQ8ggb8NoxHY30rIJqNA3UmyZikrv2u6fF1gAqxAoowM5UUXWLPPOEq9gqqMaFKqha0z/7HQBIogDNtEJzWtrUTUjiZA2gNnbD18h0msWZOF65lKIBFDGxhPGAVTctcA+0/U4xjtwc3UFIPzb3zb1KqNpGz/KlG/PUhhcwAjmAAnAJwDuMse8D+BaA3+Sc/w6AXwLwpxhjjwD8qdZ/A8BvAXgC4DGAfwjgL3u/ZIJwHwEMzRBZQU7T0IyRNoWcJREVUVN6a9sq1psjuZFuFxtIxSXMTkVc/9xecmc5DYYXmzyCcIN4RITcgwrqqNYMhKVMD4k9xItMkqCxsVvB7FQEK5mE30sZmAfrWTwpNLBfJhseMXkIYNBDdsBqmNyTch3AtvlVlNHZ8I7qvd1nnbbRsA77ASAZl3DvSgbvPj4KzcHSuOP/E14bOOdPOOf3Wq9bnPNfbL1f5Jz/25zz9daPpdb7nHP+M5zzVc75Hc75t/39ExCEO0giQyOkTSGKxwoo4EXbVjeFBecc++XR2HuelWRcm5s6Ob0KK6l4BKsLSQoiJ1zH/h7trIKyLI58RcW0y+UAfcMBwwr+5sirTJIgwTnH5l4Zd1cyob7Wkg2PmGREIXzPt7rlXbZpIiLiqI/ijn5w7rO92e/s58A7y+EdQAHAg9UsDmtNPCYbXiAI5ACKIAibiCiE7gYNAKbFoZuW56fy8YiIerO7wqLeNKDq7g/HOOetBrxw2+8c7l1J4+ODWqiycIjg46igjurtv0dt+50FyePhdTvCoIDyKpMkSOweKziW9dBviBZSMbx2mWx4xGQiiQxKyBT+Td3ybNgfkwRUFR3GCGyKzn22l2f0sLaNnuVLN+cgCgzvbtH1Ngj4/4RHEERHIqIARQvfAEAzLN+2RKm4hK0uCoujEdnvCrUmFN3EtflwB5A73F3JwLA43t+v+r0UYsxIxSU8OWr/PXpUa0IMgKqFAyN58HcbrzJJgsRGS5l5L6QB5Kd5sJ7Fp0cN7B7Lfi+FIDwlIgpohuyAS9VNz6IlHHVnYwR7gH5s7k7+U9hVtql4BPdW0nj3MbXhBQEaQBFEgBEFhqZhweyxujwo+NlsEpNEqHp7hYVlcewdj85+B4Q/gNzh9aUZSAIjGx7hOp2+RznnOKj61353GgYWigIILzNJgsLGXgWLqRguzcT8XsrQODa8d0kFRUwYosAgh0zhrxreKvsFMFSV3tude6Efm/tBVcVhrRnq/KfT3F/L4qCqYqvQ8HspEw8NoAgi4DCEtSnEP1KxCB4X6ucGd3brhzkSe8/Ton1Duzo3HgqoeETEq5dTNIAiRkIydl4FVWsa0M1g2O8kgUEJwem8l5kkQcDiHJu7FbsoIeQn8gAwn4zh9aUZsuERE4fAGCweDqWpQ1M3PS3ISETFjnb1QalrvdvcN3fHI//J4Us35iEw4D2y4fmO/095BEFcSDMEJ/GnUTTTV7luVBKgGRYOq+pL7xfqKiRhNOHG20UZ2WQsEOoNt7h3JYNPCw3XT+AIIiaJUHTjpYfrYj0Y9jvAzidRjeAPoLzMJAkCT48aqDUN3B0D+53Dg7UsnhZl7JTIhkdMFoyFI2vPQdW9bRyNSQIqiu6qC6Kf++zGXgWZRGRsDlbTiQjurmTwDrXh+Q4NoAgi4HAgFFaQ0ygjCPnul5l4BFtH9ZPTNdPiOOix9WMQnpXkscl/cri3kgGHnQFAEG4zE4tiq9Va6bRTTgdkgCsKDKoW/Ouul5kkQWCjdS0aF0sIALy5Og8GasMjJhDub2RDP1gWh2FxTwdQjsqz3nTHqthPCzRvqU1vj4na1OHBWhb5iopPj8iG5yc0gCKIgCMwFromsnrT8H1TFBEFGKadKQPAbhMZ0cODYVrYKcm4NianRA7ri0kkIiLZ8IiREJUENA0LR/Um6k0DmmH5Prh2kAQhFAoorzNJ/GZjt4xcOo5sMvz5Tw7zyRhez5ENj5g8OMITMaFb/pTrCIyhprqjQu/H5p6vqCg2tLEa9gPAl2/aNrx3t4p+L2WiCcaTHkEQHYmIAhounX54haL5r4ACgHQ8gk+PGtBNCwdVFdERrSlfUWFYfGwCyB0kUcCt3Ay+v0MDKGI0pGIRbBXqOKyNpp1yUETBDiHv1KYZFLzOJPETs9XKOU72O4e31rLYLsl4VqRTeWJyEMCgh0Thb5jc9gx6TFwSUXQpB6ov+92urTYdl/wnh3QigjvLabxLNjxfmYynFoIIMJxz/LPv7HR88IyIDHKIFFCmxaGbwTiVl0QBlsWxU5JRqDVHZu950YA3XgoowLbh7VdUFGruBmESBGCroFTdwt6x4ll+mmnxnm2luhXszVG3TBJFM/Er7zxBXQ3XAUYntgp1yJo5difyAPDmahYM1IZHTBaiwNAISROeYXIwHwYW8YiAsmwMnQPFuR1D0etz8OZeGXNTUSxnEkN93SByfy2LvbKCp0XK3fMLGkARhM9UVQP/5JvP8HsfPG/765IgQA6RAkozOsuUa6rueZ5VOhHFdkmGxfnIwnqfFhsQGLAyO3436ntX7M0e2fCIUZFORGBa3DPV5L95VMDf+o3NC0OfGWP2qXdAMS/IJNnYK+Off28fv/9R+3tL2HCuQbfH7EQeAGano7i9nKZwXGLs+DefFPB/fmu77a9JIoOiB3vI76BbFvxYKWMMHHzoQV29aaCp92Zz55xjY6+COyvjlf/k8JUTGx4N/P2CBlAE4TP5igIA2C8rbX9dFBgMi4emqrZboORf/7828Kvvferhauy/v5gkYDo6OnXFdlHGUjqBmDSahj0/uTY/jZm4RAMoYmRERMHTTB8nfHT7otYxzgM9gNLN7pkk+bKdf/fOo/F4yN7creDq3BRmp6J+L2UkPFjLYudwZFjIAAAgAElEQVRYufjfJUGEiN/czOM3vrvXdrAaEQU0Q6Lw1w0LzJcUKDsHqq4MN4Aq1TUIPToTdo8VlGV97Ox3DpmpKG7nyIbnJzSAIgifyVfsTcJehwEUADCEpylENy20u5zLmoG9suJLo1oyFkE8Mrrh0LNiYyztd4D94HN3JYONnQrdqImxwFE+7Vc6X3OBVkBugC14hsXbXmsdnD/fx89reN4qYwgrumnhg3x1LO13Dl9ZtU/l3yYbHjEmWJzj06MGFN1ERTkfpC0KDHJILHhKF7vzqIlJAgpD5EBxzrFf6d3mPo5to2d5cy2LXRr4+wYNoAjCZxzl0/Oq2lXl5LV1bVAUzWxrdTtoDdq2S3LoWv26oeom8hV17BrwTnNvJYOSrGH3uPuGnSDCwM6x/cDpKIQ6IYBBC7A9xLhIAVVRMTdtq4XCni30yfMamoY1lgHkDrNTLRveIzqVJ8aDfFmF0nre26+cv94KjMHiCIXCXzVM39qd4xERFUUfOAeqH/sdAGzulpFNxnB5Jj7Q1wsDb96cp9w9H6EBFEH4jKOAsjjwvNr+hIMjPAooRW/fgLd/6s/55Gh8mn52jxVwYOwa8E5DOVDEuKDqJg5b19mLFFCiwCDrwT2d183uCqh8RcHtXBrri0m8HXIb3sZuBQzAndz4nsgDtg2PwnGJcWGrUD/5eaeYCQb7WhZ0VN2/ch17UMcHVouV6lrPa7e4XdJxd3k8858cZqejuJWbwTtbRb+XMpHQAIogfGa/rGA6atvDOm2I7CDycKiG6k2j7SnR6YePR89rXi5ppDjtheNqwQOAyzNxLKZiNIAiQo8zME7FpI4bIgdJZGgGWAGlGSaEDhoo3bRQqDWxlI7jrfUsHhfqJ3mDYWRjt4ybC9NIxr1pSvSLN1ezEBjwDp3KE2PAVqEOSWAQBXZy2NqOMBywNnX/FFCAPairDZADxTlHvo/2u+2ijKpq4M4Y2+8c7q9lsVOSyYbnAzSAIgifyVdUfPbqLIDOOVARkaERkiY8RWuvgMpXFMxNRTE/HcWjw3qbjwwnT4syIiLDUnr8GvAcGGO4t5LB5l5l6CpggvATx373hetzOJb1rifKkiBADfAAStFNSGL7DVGh1oTFgaV0HPfXsgDCG0beNEx8dFAba/udQzoRwd2VDN5+VCAbHhF6tgp1XJ+fxmIq1nHgzxF8Cx7nHJrpnwIKsG14RVnr++MamgnVaP9c3o6T/KcxDSA/zVfIhucbNIAiCB+pqTrqTQOvXkoh2eVEXhKEEx99kDEtDr3DTXq/rGIpE8f6peRYKaC2Sw1cmZvy9cHEC+6upNFomi9J6gkibOyUZIgCw+ev2UP/bqfyosACfd1tdrGEOGrapUwCi6k4Xr2cCm249Uf5GgyLT8SGCLBtePmKOlZWdWLy4Jxjq9DA6sI0cplER4U/Awt8xqlhcXAOXy1p8YiI44YGq89DwFK9CbGPdW/ulXFpJobFMc5/cphPxvDa0gwNoHyABlAE4SP7rRDcXCaOXCbecQAVEe2mkKCfiGpG51Dc/YqCXDqB9cUU9isq6iFRdF3Es6I81gHkDvda6oONXe9bDAnCLbZLMnKZBK60vme72fBEgcGwrL4f+L1C1S1IQvvHOCdgfSltbyIerGXx6VEDu8fhsxps7FUgMOD13IzfS/GEL9+02/DCqlgjCAA4rDVRbxpYXUwil44jX1bbPsNKAkMj4E14hsm7Fj54gcAYLItD7uNQxG6/691+Z3GOh3tV3F0ef7Wpw/21LJ6V5BN1NOENNIAiCB9xMjmW0gnkMgnsdWhlYq2mkKAHNXby8cuagbKsYykdx/piEgDweAxseHXVQLGhjXUAucPsdBRX56YoB4oINTslGVdnEyeDmYtyoBgA3Qrm6bxqdK4Fz1cUJCIiMokIAHsAxRDObKGN3TLWF1OYio53/pNDOhHBvZUM3nlMbXhEeHHU0qsLSSylE1B0E2VFP/f7gp61BwToHsCAunr+77ATsmZ2jMVox6dHDdSbk5H/5HB/dR4A8F4I741hhgZQBOEj+YoKBuDSTBzLmQSO6k00jc6nG0EPatRNq20rk2NzyWVsBRQwHkHkz0rjH0B+mnsraXyQr0IP+L9DgmiHZlg4qKq4MjeFeETE/HT0RIXaCY5gDv4ti8MweZcBlIqldPzEMjKfjOH13EzoVDWyZuCT5zXcnaANEQA8WM/ioKpiq0A2PCKcbBUaEJj9fJTL2BmZ7Qb+ETH4ERPGBY2jXpGIiDiq954DVWr03n4HAJsTlP/kMJ+M4bXLqVAezoQZGkARhI/slxUspGKISgJyrRDrfJcNkR5wn7yimRDaeM2dh45cJo5kXMJSOj4WQeTPWlXZ1+bGXwEFAPeuZKAZFj7KV/1eCkH0zV5ZgcWBK7P2wLhbLokDY8EMyNUtC922RM4A6jQPWlaDMDX+fJCvwuIvLMCTwpdvzEMUGN55XPB7KQQxEFuFOq7OTSEmichl7GtRu8w9UWBdyyCCgGF2jpfwkpjUXw6U3bLdu3J0c7eCXDqO+WRs0CWGkvtrWTwtytg7Dm9TbNigARRB+MjpTYJzQtSpCY8BXdVRQUDRTUTaZJI4Dx2XZ+w/4/piCo8Ow6+AelpsYDoqIpuM+r0UT7idS0NgwPcpB4oIITutwYuT/5RLd87dc+ABtT53yyQxLY7nVfVcM+f9VduG9/aj8Aw1NnYrkASGV5dSfi/FU2ZaNry3H5ENjwgnTwp13FywIxcWU3GIAmt7vRVaERNBHPQ7qLoJsUPenpeIAoPFe8uBajQNKJqJqNTbuk2L4/39Cu5MkPrJ4c1Vuyn23S1SQXmF/99NBDHB7JeVk8GTc0LU6UReEoTAB3c3mkbbWvD9soK5qSgSUREAsH4piaO6huNG/5WyQWK7JOPq/LSvzSheMh2TsL6YohwoIpTsHMsQGLB8cs1NoKoaXa+rAmOBHPwbXYZiR/UmDIvj8hkF1Ox0FLeX06HKFtrcreDVyynEJNHvpXjOW2tZHNaaY6EWJiaLUkPDsaxjtTWAEgWGS6kY9ju0jjIEc9DvoBqdG0e9hgNo9JADVWpoEPpY85NCHQ3NxJ0JU5sCwEIqhlcupWgA5SE0gCIIn6ipOmpN40QBNRWVMDsV6dKEJ0AJeFCj3CHscL+iYinzYjPkBJGHWQXFOZ+YBrzT3F1J45PntcBL5gniLDslGZdn4icnwt1ySRwkgUHRgjeAsi147TnJ3Eufr9F+az2L3WMFT4vBt+HVVQNbhTruTuCGCLDb8CSBUTYJETpeBJC/iCfIZRLId7nWBjnjVNFMiAE5aIxLIoo9HN4eVPq037XynyZRAQXYFvUnhcZJORQxWmgARRA+4WwSTtskcplEx1BcSWRoBFgBZVocutn+lChfUU4yrgC7FUVgwCchPtktNTTUm8bEBJA73LuSgcWBh3uUA0WEi+1j5cR+B/Q2gBIFBjWA2XuabkHoYMI7aVfNJM792purWQgsHG14m/sVcGDiAsgdknEJn71CbXhE+HAGUDeyZwZQFbXtv2WOYFvwmrrZVt3vB/GIPYDqdk2QNQONPux3ALCxV8HKbAJz05MRKXGWN1tteGG4N44DNIAiCJ94Ecx9dgDVyYLHoOpmz+GDXqN3CGmUNQNlWX9JARWPiLg6N4VHz8M7gDoJIJ+fjAByh9cuzyAqCmTDI0KFYVrYLyu4emoAdXkmDob2wbgOEVFAM4ANTaphdrSE7JdVREWh7UYinYjg7koGbz8qBH6osblbRlQS8JlLk5X/dJq31rMo1Jr4JMT3SmLy2CrUsZxJYOqUAmcpHYeimyjL5+1jDAxaAAf9Dt2ut14jCgymxSF3UeaWGlpfoemGaeGD/erEqp8AYHEmjs9cSuK9x0W/lzIR0ACKIHwiX1HBYG+CHJYzCZQVva3SiTEGhuDKlJsdHh4cRVfuTCDu+iU7iDzom6BOPCvZ9dhXJ8yCF5UEvLaUwgYNoIgQka+oMC3+kgIqKglYSMUuVkAFdADV6UQ+X1FwOR1v20gK2FaDfEXFVqExyiUOzcZuBa8vzbS1dU8KX7zh2PDCExxPEFuFxkv2O+DFM2C7nFNJYGgE1NZvmBYsjo7XUz9gQFdHRL6sYDrWu/3ucaEORTcn1u7scH81i8eFOg66HEoR7jC5d3WC8Jn9ioL5ZOwliayT2dFpQ8QR3AGUbrbPJHHsILnMy3kk64tJ1FQDz2tND1bnPk+LMmanIkgnIn4vxXPurWTwtCijLIc7RJ6YHLadBrzZlwfGuUyiY/MoYG86DIvDDJjyVNU7h+Kebldtx1duzkMMeLZQWdbwrCRPrP3OIRmT8Lmrs3jncRFWSA9riMmiougo1JonAeQOjto/3yZmQhIZmgHNODUsDtaXnmj0RCURR432z86O/a6f4obN3cnOf3J4c43a8LwicAMoxtgVxtj/yxj7kDH2PmPsv2i9/zXG2B5j7Hut14+d+pi/yRh7zBj7mDH2I/6tniB6J19Wzw1lnBt0tw2RHlCZsqKZbU+I9ttkXQHA+qJtq3j0PJxB5NtFeeLsdw73rtinZButhxaCCDo7xzIYgJXZl69DS+k49itKVyUmA4MesMF/UzchtakFtzjHQUU9d709zUwignsBt+E5gbh3lyf7RB4AHqxncVRv4pODcN4ricniyUkA+csDqIVUDKLAOiigBCgBVJoCzuFqsK6TiYiIUl1ve/0+7tN+B9j5T9fmpibyQPU0l2fiWFtM4t0AH86MC4EbQAEwAPxXnPPXAHwZwM8wxl5v/dr/zDn/bOv1WwDQ+rWfBHALwJ8G8PcZY5PX10uEjnxFObdJWEonumaSCAimHQQAFN1EpM2GKF9WMDcdRTzy8rfl9fkpREQWyopp0+LYPp68BjyH1YUkpqMi5UARoWGnJGNxJnbuOpTLJNBomqiqne0MHDxQAyjOOZodasGPGxo00zp3uHGWt9azOKw1A3v93ditIBERsbaYvPg3jzlfujGHiMjwNm2KiBDgWHtvnrHgiQLD5Zl4W4W/JLLANusaJg+Y/sn+uzRMq+3QLl9RX8reugjdtPBhvoo7E642dXiwlsWjwzqeV8mGN0oCN4DinOc553/S+nkNwIcAlrt8yFcB/FPOeZNz/imAxwC+OPqVEsTg1JsGqqpxribbySTppICKiELX4EE/aTSNtpkk+x3sIJIo4GY2GUoF1POqCs2wJq4Bz0EUGG4vp2kARYSG7ZJ8zn4HvMgl6VYPzmBvQoKC3mUtjuL0dLZgO77cyhZ6+1EwhxqbexXcXp4JTPCvn0xFbRveu4+PyIZHBJ4nR3UspmJIxc+raZbS8bYHrAJj4DyYTXi61T5ewneYvZc4jaKZqKvGuYOWbnzyvIamYeHuhNvvHO6v2ja898iGN1ICN4A6DWPsOoAfAPBHrbf+CmNsgzH2vzHGZlvvLQPYOfVhu+gwsGKM/TRj7NuMsW8XChToSPiHs9lpV5PdLZNEEoMb1ChrZtuw2HxZeanp7zTri0lsFRqBy1e5iGdF+4RvUi14gJ0D9bzaxAGdEhEBx7Q49srKSwHkDsuZzsG4Dhz2JiQoGFb7xlHgReZeu3vLaZJxCT9wNYN3AjjUOKo3sVdWyH53igdrWRQbGj4iGx4RcLYO6+fsdw65TKKr5bnbcN0vNMMKVAC5Q0wUUaq/nMN53NDQr1xrc68CBuA2DaAAAJfTcawuTONdasMbKYEdQDHGkgB+HcBf45xXAfwDAKsAPgsgD+B/dH5rmw9vewXjnP8y5/wNzvkbCwsLI1g1QfSGc0p9VgEF2DfofLn9DToiCmg0g6eAMi3bonL2tFrWDJQV/VwDnsP6pSQU3eyaeRVEnrUCjSetAe80Tg7U93dIBUUEm+dVFbrJcbWNAurSTAwCe9HW2Q6RBSsgt9smLV9WIQkMC8nYhZ/nwdpCILOFnGy5SQ8gP80XWza8dx7R4SkRXGTNwH5FPdeA55BLx6HqFo5lve2vB7FkR9VNSAFUYiaiIo7q2kt7hf2Kguk+7HeAHUB+IzvdVrE2qdxfzeLj5zUc1uiAdVQEcgDFGIvAHj79H5zz/xsAOOfPOecm59wC8A/xwma3C+DKqQ9fAbDv5XoJol+cU+rLbQZQy5k4GpqJinL+Bi0Kdhhu0BRDutn+RN7Z1HVqZAprEPnToozLM/G+ZM7jxpXZBGanItggGx4RcHaOWw14bQbGkijg0ky8qwJKEoRAZe8ZHRpHAfvecmkm3pN17cs3g5kttLlXRiom4Xp2chWmZ5mKSnjj2hzepTY8IsA8aeU/dVJAOcrMTk3PQbTgNbs0jvqJKDAYlgW1dTiiaCZqfdrvNMPChwfViW+/O8v9NceGRyqoURG4ARRjjAH4FQAfcs7/p1PvL536bf8egIetn38dwE8yxmKMsRsA1gF8y6v1EsQg5Msqsslo25rU3IklpP3kncG+aQSJZof1OIO2Tha85dkEEhExsEG4ndguNiY2/8mBMYa7Kxls7FYC26RFEICd/wQAV+baX4eW0omOGyLAftAPUvaePfBvvyHKd8jca8dUVMLnr80Gzoa3sVvB7eV0IG0vfvJgLYuSrOHDfNXvpRBEW7Y6NOA5nGTutR34s8A92wKAqlttG0eDgpMDVZY19HvJ/PigCt3kpDY9Qy6TwM3sNLXhjZAgfkfdB/DnAfwwY+x7rdePAfgfGGObjLENAD8E4L8EAM75+wB+DcAHAH4HwM9wzoPzpEgQbdivKB1tac77+8edN0RBkynrHU7knSFapw2RwBjWFpN4dBgeBZRuWtgrKxOd/+RwbyWNsqLjWVH2eykE0ZGdkoxsMtqxGSiXiWO/rHYcpEoiQzNACii1w4k857yvARRg2/BKjeAMNQ6qKg5rTdyjDdE5vnB9DlFRwDsBDY4niK1CHXNTUcxOR9v++kIqBklgbS3PkhDMjFPVMAOpgAJaOVCNJgD7ebtf+93GXgUCA27l6Hp7ljfXsvjooIZCren3UsaSwA2gOOfvcM4Z5/wu5/yzrddvcc7/POf8Tuv9H+ec5099zC9yzlc5569wzn/bz/UTRC902yQ49olOuUgcwVNAKZrZ9rR6v6xgbjraVRK8vpjEk0IjUDXn3dg9lmFx4PqEK6AAO4gcALXhEYFmp6S0bcBzyKUTUHQT5Q65JKLAoBrBGUAputE2k6Si6FB0E0sdDjfa8cXWUCMobXiOpffOCgWQnyURFfHG9Vm8u3UUOBs+QQDAVqGBmx3ynwD7WtrJ8mwP+oP1HGhZHIbJAzuAikcEHNU1qLqJmqr3HQuxuVfBzYUkpmP9Da4mgQetNrxvPgnGvXHcCNwAiiDGnUbTQEXRO7YUiQLD5S6ZJCJjUAJ2SqToJiJtJMr5stI2aP0065dSMCweGhWNs85JDiB3WJyJYykdPwkNJoigYXGOnWO5bf6TQ+6CJrygVYR3UkDlL1CctiNoQ42N3QoyUxFcme19iDZJPFjL4ljW8cE+XXOJYKHqJnaPZawutrffOeQy8ZNr1WkkQYASIKUpYLef8o6Je/4jiQIMk+OgovRbfgdVN/HxQQ13Kf+pLcuzCVyfn8I71IY3EmgARRAek+/SgOdgW0Lab4YkUQhUHglgD9Uksf2GqFP+k8N662ElLDa8p0UZksBO6tsnndeWZvDJ8xrlQBGBpFBromlYXQfGuYx9Le6WAwUARgAGNADQ7NDK5OSq9KOAAoC31hdQlnW87/NQg3OOzd0K7i5nwCj/qS1vXJuDwIDv0dCfCBhPiw1YvHP+k8NSOoF85XzTsyQyyAE7XDVM3vdgx2sszpGvNDtazDvx0UENhsVxh+zOHbm/lsWH+SpKDc3vpYwdNIAiCI/pZZOwnElgv6K2DYaNiAyNZrAGULJmIiIKZ94zUFb0CzdDi6kYZuISHj0PRxD5s2IDK7MJSCJdPgFgbSGJsqKjSDdoIoDslDo34Dkspmzbc7tcEgcOBMImzDlH02yvgNqvqBAYsDgT6+tzvnFtFjHJfxvebllBSdYoELcLiaiIq3NTeFIIx/2SmBxeNOB1z8fMZRJQdevcpl5gDFaAlKaAPYAKOjFJQE3V+rbfbeyWITDg9aWZEa0s/Hz+6iwA4OEeDfzdhnZQBOExzin75a4KqAQ0w0Kxfn5THxEFKHpwTolMi0NvsyFyNnOOuqATjDGsX0qFRgG1XZJxdY4CyB3WWgq2xyFrMiQmg5MGvC6Wrotszw56ADYjhsXBOdoqhPJlFQup2LnDgIuIR0R88cYc3vPZhrfZUvXQAKo7NxeSJ21jBBEUtgp1pGISFpLdB+CO+r+dDY8hGNdZB9uCF2ymYxLmpvs7dADs/Kf1xVTfyqlJ4uZCEomIiIdkeXYdGkARhMfsV1TMXxDMfZJJ0sYSIjAGozX0CQJ2Jfh5+rGDrC8msV2SoQbM/38WWTNwWGviGgWQn3AjOw2BAY9pQ0QEkJ1jGbNTEaTika6/r5vt2SEIJ/PdLCH5itK3/c7hrbUsqqpxEgLuBxu7ZWSTMVye6T3DahJZXUjiWNZRrFM7ExEctgp1rC4mL7TPLl2Quadb/l9nHXTDAgu4CU9gDDGpP/WTopl4dFinYf8FiALDa0spvL8fjJbYcYIGUAThMb3UZOfS3W/Q9ilRMG7SzQ6NfM5mrpdA3PXFFCyOwJ/qbrcCyKkB7wXxiIiV2SlskQKKCCAXNeA55NIJ5CtqxywzSRACMSDvtjnr5d7Sic9dm0UiIuKdx/7Y8CzOsbFXwd2VNOU/XYCjOt1qWZ4Iwm9008Kzonyh/Q4AFpIxSF0sz3qAWp4V3QxsA94wfJivwrQ4blMA+YXcyqWxXZJRUdq35BKDQQMogvCYfFm5MJh7PhlFVBKwd9z5RF4LyE1aN9tLlPfLFyu9HNYvtYLIA54D9axl57k6Txa806wtJPG4UKcgciJQ8B4a8BxymQSaxvlcEgdRYFADcM01zPadTDVVR71pnBxe9EtMEvGlG3P45lbRF6XXs6KMmmrgHp3IX8iN+WkwBP/AhpgctksyDItfGEAOtCzP6U6KUxaYZ1sAUI32hQ9hZ2OvAklglP/UA86Q7oM8qaDchAZQBOEhvQZzC4whl+6cScIRnAGUqpsQ2uWRVJSeT+Nnp6LIJmOBz4F6WmwgHhGwmOrfbz/OrC4mUZZ1agohAkWpoUHWzJ4HUACw16l9VGBQAtA+anS0PNtqgqULMve68dZ6FrWmge/5YMNzrH93ljOef+2wkYiKWJ5N0ACKCAzOv8VeBlCArYzPt3m+lQSGRoCa8FS9feFD2NncK2P9Uqrv4PJJZH0xiago4H0KIncVGkARhIc4kuNeBjO5TKKjRFkSBMgB2AwBrQY84fylZL+iXqj0Os36YhKPAm7j2i7KuDY33XbgNsmcBJHThogIEE4A+dUuAeQOTjBup2uuKDAoAbDg2ZaQ89dbZwA1TH7SD1ydxXRUxDs+tOFt7lWwlI5jgYb7PbFKQeREgNgqNJCIiF3LdU7TyfIsiQxNPRiHqwCg6eOngJI1A48P67hL9rueiIgCXrlMOVBuQwMogvAQ58Snl8HMciaBg6ratpUoIjI0msE4JZI1A5L48g260TRQUfT+BlCXkshXVNTU4Pqsn5VkXKX8p3OcWEICPkAkJoud41YDXg8KqGwqhojIOqpOJYFBM0zfbaadTuSde0uvG8B2REQBX7o5jz98UvQ0Y9C0ODb3KrQh6oO1hSSO6hrKMqlOCf/ZOqzj5kLvh3OdLM+SIARi0A/YFu5mm4bnsPP+fhUWB+6Q3blnbuVm8OSoDjlA6rywQwMogvCQE5tELwqodAKmxfG8ev5EPiIKgRlANZrmudrvfv6cDp9ZTAFAYFVQx7KGiqLjWg+b2UkjERWxMpsgBRQRKLZLClJxCelE9wY8wLY9X04nOjbhMcZgccBocyDgJWqHE/l8WUU2Ge27Deksb61l0dBMfHfbOxveVqEOWTNxd4Xsd73ihD0/oSBywmdMi+PTYqNn+x3w4tlwv/Ly860kBkNpCtjXes4xdqUIG7t2/tOrl1N+LyU03M6lYXHgw3ywY0LCBA2gCMJD9ssK5noM5s61bCPtNkSSwKAG4DTetDj0NidEzpr7CcRdbdm4gjqAetGARwHk7VhdTGLrkDZDRHDYKcm4OjfV8wbCzt1rb8EDAMbsEHA/UTu0MtmZe4MFkJ/m3pUMkjEJbz8uDP25emWzla1BJ/K9c3OBbM9EMNgrK9AMq68BlKOOP/t8KzAG0+K+FCGcxTA5xmz2BMDOf3r1cmrow4pJ4pXLKYgCw/v7lAPlFjSAIggP6acme9m5QbexhDin8ZrPN2m9YyBu/3aQZEzCciaBR8+DecLwrGQPV8iC1561hSRKskZB5EQg4JxjuyTjymzv36/LmQQOKgqsToN9DuiWv9fcZodWpn7uLd2IiAK+sjqPP3pS8qzoYmO3jCtzU5idinry9caB6ZiEpXSccqAI33kRQN774Vw2GYMksLZB5AyA7vOgH7Cv9eNW7FtXDTwpNEht2ifxiIi1hSQeUhC5a9AAiiA8ZL+i9KwKmolLmI6K2OsQigv4f5Nudtig7JdVzPeo9DpNkIPInxZlzMQlZHqw80wiJ0HkAf3/R0wWZUVHvWn0lP/kkMskoJscR7Vm21/n8FcBZZgWrDaWkF7bVXvlwVoWim7iO9vHrny+buimhQ/yVdyj/Ke+oSByIghsHdYRFQWs9DHsFwWGpXS8Y+mD34N+wH+16yh4uF8BB3CHrrd9c3t5Bo8O61ADYhENOxcOoBhjf9DLewRBdEfWDJRlveeabMZYqwmvfSYJAM9OqDuhmxba3aL3K0pfAeQO65eSKDU0FOvtN4B+sl2UcX1+euzyANziZjZpB5HThogIADtOA14/A6gOuSQO9sm8f9dcw+JtFacHA2TudePeSgapuIR3Ho3ehiQxn2AAACAASURBVGc/0FtkvxuA1YUknlebgS7uIMafrUIdN7LTfYd1L6UTbRVQHIDu87MtgEDYAN1mc6+CaKvVjeiPW7k0DIvjk4C6NMJGxwEUYyzOGJsDkGWMzTLG5lqv6wByXi2QIMYFZ5PQTy5StwEUg93K5CeqbrZtPclX1JPNXD+sBzSI3GrZech+15lEVMTybIIUUEQgcAZQV2b7u94CdqZJO0RBgKL5d83tNPAfpPShG6LA8OZqFt96Whr5ae/GbhkMdsgr0R8URE74jcU5nhw1cLMP+51DLmNn7p21PNvPtv4Pf1TdhDhmB44bu2W8tpQ6VxxEXMxrSzNgsFsEieHp9i/wLwH4DoBXWz86r38B4O+NfmkEMV7sD7BJWM4kUKg1296MJYGh7nMTnqyZiAgvX0YaTQMVRcfSAAqoG9lpCCx4A6jDWhOKbuLaHAWQd2NtIUmhuEQg2D5WMBUVMTfde67Q3HQUMUnoOPSXBOar/L6TJWR/gMy9i3hrPQtVt/CdZ6O14W3uVnBjYRozZG3uGyf0mVSnhF8cVFTImtlXALlDLpOAZljnciMlIRhNeKphQRLGZ1BTUXQ8Lcq4Q/lPA5GMSbiRncZDCiJ3hY7fWZzzv8M5vwHgv+ac3+Sc32i97nHO/66HaySIsSDf2tT0k9ORyyTAgbYy5YgooNH09yYtawYksVMDXv+boXhExLX56cAFkW8X7RPm66SA6srqom2hPKYgcsJndlsB5P1YZhlzckk6KaDs9lG/6JSLkq+oyExFMBWVXPtat3NpZBIRvD1CG55mWPjwoIq7lEcyEDOJCBZTMRpAEb7xIoC8/wGU8yycP3O9lUTmq9LUQdHaN46GFSdAm663g3MrN4OPDmq+WvHHhQtHu5zz/5Ux9iZj7D9mjP0F5+XF4ghinMhXVMxORZCI9h7MfZJJ0mZDFBH9PyVqNM1zUl7HDjJIBhRgB5E/PqyDB6h+5FmxlSdDA6iurFE1OBEQto/lvvKfHHKZxMk17CySwKD6uDFStfaWkHxZcS2A3EEUGN5cy+KPnx2PbDP40UEVusmpkWkIVheSZHsmfGOr0IAkMFwb4NmoU+aeJAi+P9sCQFM3zx2whpnNvQriEQHri/0PCwmb28tpaIaFLbrmDk0vIeT/O4C/DeABgC+0Xm+MeF0EMXYMEsz9IpPk/IZIEgU0dQuW5c+gxrQ4dNM6d0Lk2EEuzQxmB1lfTKHWNHBQ7dz+5zVPizIWUjFXFQbjiJMDQSfyhJ9UFR1lWceVuf6HMrl0AgdVFWab66ooMDRNy7fheCdLSL6iupb/dJq31rLQDAt//LTk+ucGgI3dCgRmnyoTg7G6mMR+RYWs+WvHJyaTrUIdV+enBsoUyqZiiIjs3AGrJPprdXZQjfFSQG3sVfD60gwkyn8amFutrMKHlAM1NL38K3wDwH3O+V/mnP/V1us/H/XCCGLcyJf73yRMxyRkEpGToU47NJ+koLpptW1k2i8ryCajiEd6V3qdZv2SfTrz6HlwhhjbpQauDaCmmDSmohKWMxRETvjLznErgHwgBVQcpsVxWDs/AGeMgXNA96meu50lRNVNFBvaQJbni3htaQZzU1G8/Xg0NryN3TLWF1M02B8CCiIn/IJzjieF+kD2OwAQGMPlmfg5xanAGAyL+9pCZ1ocFkfbkp0wcixr2CnJuLNMatNhSCciuDKbwPuUAzU0vQygHgK4POqFEMQ4o2gmSrI2kE2iWxMeB/dtANXp69oNeIPbQa7NTSEqCnh0GIwcKMO0sHus4No8BZD3wupCkhRQhK/slOzr5dXZwSx4ALDfRnUKAAyA0SGLadS0s4Q8rzrlFu5a8ABb8XV/bR7feXbsusJG0Ux8cljH3RXKIxmGVbI9Ez5xVNdQVQ2sZgd/Nur0fMvg36AfcA5Yx2P4BJzKf6Lr7dDcyqXxQb7aViVN9E4vA6gsgA8YY7/LGPu68xr1wghinDiotoK5B8hFWu4ygALgW12tZrSvBN8vK0PZQSRRwI3sdGCa8PbKCgyLD5RxMImsLU7jqK6hLFMQOeEPO8cy4hEB2VSs7499MYBqf81lzL+NUbON5Tk/QLtqP7y1vgDd5PijT9214TkP8HcoEHcoZqeimJuO0tCf8JxhAsgdltJ25p7VxtbcqXTBCwyLg7d9wg0nG7sVJCLiUP+vCJtbuRnImomnRVKdDkMvuuevjXoRBDHuOKfpg2wSljJxHH+oQ9aMc1YFAQxNn7zyTd08J0+uNw1UVWPgAHKH9UtJ/P6Hz2Fa3HcP/nbJtvNQA15vnA4if+PanM+rISaR7ZKMldmpgewTmUQEiYjY0fZscfhiDTEtDtPi5/5MTkPqKBRQAPDK5RSyySjeeXSEH3pl0bXPu7FbhiQwvLZE+U/DsraQxBZZ8AiP2SrUITDg+lAKqDg000KpoSGbfHFgwAHoPh2uAvY1fnz0T3YA+a3cjO/P0+OAkwP1/n6FBnpD0EsL3v/X7uXF4ghiXNg/2ST0P4Ba7mIJiYgCGj61MjU0E5EzgbhOne7SsAOoxRRU3cJuK8vFT54VZQgMWM7QAKoXbrZuyNQSQvjFTkkeyH4H2DlPuUy8swIKzJcK5k6WkHxFRSomIRkfTY6SwBgerGXxJ9vHqDfds+Ft7FXwyuXUwFmBxAtWF6axdywHIriZmBy2CnUsz04N9T3sxDWcvd4yMN/U/YCtch0X/VOx3sReWSH7nUsspGK4NBPDwz0KIh+GXlrwaoyxauulMsZMxhj9rRNEH+QrKjJTkYHCVjvdoAG7LcSv9htZM87lkTh1usMG4gYpiPxpsYFcJoGoRM0hvTAdk5BLxymThPCFRtNAsaENFEDuYOeStM+AEgUG2YehfydLSL6iYikzGvudw4O1BRgWxx8+Kbry+epNA08Kddwl+50rrC4mYXHg0yNSQRHesVVonITgD4pz7Tp7vZUEBsXHgapmnFf4h5XNVv4TBZC7x61cGu/vV3xrxB0HelFApTjnM61XHMB/AODvjn5pBDE+2LlIg6mCnBv0XpsBVEQU0Gj6c5OWNfNc9a4zJLs85ABqOZPAVFTEJwEIIt8uyRRA3idri0k8PqTNEOE9TgPe1bnBVZi5dAKHNbWt0kkSGFTD+2uubnRuHR2V/c7hM5eSWEzF8M7jI1c+3/v7FVgcuLtCGyI3cGwglANFeMVxQ0OpoQ1tQcomY4iI7JzlWRIZFJ/U/QCg6CbEMRlAbexVMB0TcWMIqyTxMrdzM6iqBnaOO+fzEt3p+0ifc/7PAfzwCNYyFIyxP80Y+5gx9pgx9jf8Xg9BnMZuhhtsKBOTRCykYm0zSUTBtoN4nUliWhya0S4QV0E2GUNMGs5WITCGtYWk70Hkqm7ioKLi2hBqiklkdSGJo3oTFUX3eynEhLHbasAbTgEVh8VfNMydRhIZVN0HC551vvRBNy0c1ZsjCyB3YIzhrfUsvrdTRtWF7+mN3QqiooBXLqdcWB0xPx1FJhGhARThGVtHwweQA/az3uV04iTLzkESBF8VUE3dOqfwDyubuxXczqUp/8lFTudAEYPRiwXv3z/1+nOMsV8CgmWNZYyJAP4egB8F8DqA/4gx9rq/qyIIG1U3UWpoQ+Ui5dLdMkm8b2XqlEeyXx580HaW9UtJPD1q+JK34rBdksEBasDrk7VFyoEi/GH7WEZEZFhMDX4demF7bjOAEgRfih+aunXOEvK8qsLiowsgP82DtQWYFscffjq8DW9jt4zXczPnFLTEYDDGcHMhicd0vSU8wgm9v+mCqsZ+vj1jwROZr5lmqn7+gDWMHNZUHFRVaht1maV0HHNTUcqBGoJe7v5/9tTrRwDUAHx1lIsagC8CeMw5f8I51wD8UwRvjcSEknchFymXSWCvrHT0G3sd1qiZFtrNofMVZegAcof1xRQMi/uaa7FddBrwSLrcDzdPNeERhJfstBrwhtk8OC2enVSnTcPyPPtB1U1IZ/5MBy5l7vXC6sI0ltJxvP1oOBteRdHxtChT/pPLrC5MY7sk+xrcTEwOTwp1LKXjmI4NX36QyyRwUFFhnbqmCozBsLgvjaMAoBomJKG/Ablp8cAVATxs5T9RALm7MMZwa3mGcqCGoJcMqP/k1Os/45z/Iuf80IvF9cEygJ1T/73beo8gfMeNmuxcJoFG00RVPR84zuEMhLxDM87bQepNA1XVcE8B1VLR+GnDe1ZqICoKuDQz+g3eOJGMSVhKx+lEnvCc7ZKMKwM24DnMJCJIxqSOqlPAe9Wp2sby7JQ+uDX07wZrteFt7JaHstaeBOLShshV1lpB5E+LlL1HjJ6tQv3koGlYltJxaKaFYl176X0/1P0AYFkcutm/Auo3vruHn/qVP8L3d8sjWln/bOxWkIpLlGM6Am7n0ig2NDyvNv1eSijpxYK3whj7DcbYIWPsOWPs1xljK14srg/aXSXOXbUYYz/NGPs2Y+zbhULBg2URxAsbR26IpqLlTOcmPJExKB434TX18w0hztrc2gwtpGJIJyJ49Ny/IPKnRRlX5hJjIcX2mtWFJGWSEJ6i6iYOa82hAsgdcpn4iXr1LPbGyNuhf1M/fyKfryhIRETMxIdXIfTCW+tZWBx4b2twFdTGbhmJiIj1Rcp/chMKIie8oq4aeF5tDt2A59BZccqgW/7k7Q3Cxm4ZTcPCz33jA3x3+9jlVQ3G5p6d/zQujX5B4lZuBgDwkHKgBqIXfeE/AvB1ADnYqqJvtN4LErsArpz67xUA+2d/E+f8lznnb3DO31hYWPBsccRkk68oyCQimIoOvknoNoCKiALqHg+gGpqJyLnNkLt2EMYY1hf9DSLfLlID3qCsLSZxWGu6ElpMEL2wezx8ALlDLp1o2zzqYHitgNLNNqUPKpYycTCPNhfX56exnEngnSFseBu7FdzKzdBQ32UWUzEkYxLl7hEjx60AcocXmXsvX285OHQfLKWGyduqGrrBOcdWoY4v3ZhDLhPHz//mB/jOM3+HUAdVFYe1JtnvRsSVuSmk4hIFkQ9ILwOoBc75P+KcG63XrwII2vTmjwGsM8ZuMMaiAH4S9tCMIHwnX1GHbilaTMUgMLTdEEkig9L09iYta8a5hhDn4eGyi3kk64tJ7B7LvtTxVhUdJVmjBrwBWaMcKMJjtkt2ZpsrA6hMAke1ZodMHW9P5k2Lw7D4+QFUWfEkgNyBMYYH61k83K/guKFd/AFnKNab2CsrtCEaAYwxrC5Mn4RDE8SocIacbg2g5pNRREXhnOKUgfmSaWZY/R8uFBsaqqqBz17J4Bd+4g6uzE7hF37zA3z7aWkEK+yNzZYVkALIR4PAGG7lZvD+PgWRD0IvA6gjxthPMcbE1uunAAxfg+IinHMDwF8B8LsAPgTwa5zz9/1dFUHY7LuwSZBEAZdn2jfhRUQBsu6tAkrWzHMNRvsVBdlkDDFJdO3rrF9KweL+2AqetTazpIAajBNLCJ3IEx6xU5IhCQxLLmS2LaXj4MC5enCgZcHzcGNkt46+jGlxPK81PQkgP81ba4Pb8DZPAnEzbi+LgK06fVr0tzmWGH+2Cg1kk3ZEghsIjOFym6ZnSWBQfAj1NszzGacX8aTwYiiXTkTwCz9xG9fmp/CLv/UhvuVCc+ggbOxVkElEcJUOUUfGrVwa+YqKYp1yoPqllwHUfwrgPwRwACAP4M+13gsUnPPf4px/hnO+yjn/Rb/XQxCAbZsoNrSh8p8ccpnESejsaQTGYLZCE73AtDi0NoG4+bLqyp/zNC+CyL3Pgdpuhblen6eb9yAk4xIuz8RJAUV4xs6xjFwmAUnsr72oHS9ySc5fc0WBeTr0Nyx+bkNUqDVhWnxodW2/XJufxpW5Kbz9uP8B1MZuBcmYhBsuVLcT51ldSMKw+IkSkCBGwVah7lr+k0MuEz93rZVE5ov63R7492fC2yo0wPCiMTkVj+AXvnoHN7LT+O9/+yN884m3QyjOOTZ3K7i9nPbMoj2J3M7Z6jJSQfVPLy1425zzH+ecL3DOFznnP8E5f+bF4ggi7DyvtlqKXLBJ5DIJ7JeVtpWfDPBMqtzp5rxfcd8OkpmKYiEV8yUH6llJxnRMxNx01POvPS6sLiapCY/wjO2S7Ir9DngxgMp3sD2rmncqE6ONAmrfhXbVQXlrLYsP9qt9n/pu7JVxZ5kCcUcFBZET/z97bx7e2HWeeb7n3ot95QKQBMnaSJakYi3aYst2lW3ZbsuWbEm25XEnHSc9nc7SSXp60jM97axO4iiTzr44nXSWSU8SZ5NsWbIjy7JkWynJlmSVpNpLVUVWcQNIggtAYrnAXU7/AVwQIEESIO4G8vyeB88joUjgcjv3nO/73vc1mlxRRjyV101+p9EX8mA2nYdatb8VOM6SCShRaj4BbyyZQSzsgce5pgDwuwV87qGjGIr48d+euYKXdlC03ymJtIjFbJHJnQ3mYLcPHgfPjMh3QCMpeAcJIb9LCPkSIeQp7WHGxTEY7Y42UhzTIRmuP+xBQVaxtIn3hlkFqKKiYn3IZEaUsSrKhshBRqJ+XJszf0N9czGH/Z0+1j1qgeEIMyJnmENRVjG3ImJfhz4FGb9LQNAt1E8e5QhEyUwJ3sYJqNm01twwdwIKAE6OdIMCeKkJGd7sioi5FWaIayS9ITe8Tp75QDEM48ZCFhT6+T9pxEIeSArFQlVRW+AJREsKUAqEJgtQ4wvZut8Tn0vArz40isNRP37z61dw+po5CeznpksFEeb/ZCw8R3BbXxAX2ARU0zQyp/5lADcB/BGA36l6MBiMbdBMFfUw5taKWPWMyCnMiwUvyhv18Vo3Xo9C23pGogHMroimFjEopZhczGI/k9+1hDamP77ADkQMY5lJ5aFSfQzINfo3kT0LHAdRNu9gVJQVcFifgJeHU+AsmdAc7PDiQJcXp5tIw2OGuMbDEYJD3T7mu8cwjPFycdMICR5QsnLQ4AiBrFLIJnuaifLGxNGtWMlLSK4WNv2eeJ0CfvnBUdzaG8RvP/sWvv3WvF6XuinnZ1Lo9DorCdoM4zgaC2JqKYc0a7Q2RSMFKJFS+oeU0m9RSl/QHoZfGYOxC4in8gi6BfhdQsuvpd2g6ybhcRwyBXM8SQqSskFCoU0JGNGNP9xTTlMzcVO9mC0iW1SYAXmLaB1BJsNjGM2UloDXoV8Bqq8se14PzxHICoW6g7SknZCXNh6IEmkRfUG3ZROap0YiuDK7ivnVjQW6ejBDXHMYivhxYyELxaTfTcbeYiyZQdjj0L3wvea5V7veEuwsla4VREltagJKa7Ad2mIqzOsU8MsfHcWRviB+77mr+OYV44pQlFKcm0nj2ADzfzKD0XJT5RKT4TVFIwWoPyCEfJYQ8g5CyJ3aw/ArYzB2AYm0qNtUULffBSfPIZ7auOF3mGjWmCsqcHC1S0ciLYLAGD+S4agfBOYakd8sG5DvZ4ellgh6HIgGXMyInGE4k8s5cATo10mCB5QORYvZ4iYyEApJNaczX5BUCPy6on9aRJ/OoQ/NcHK4GwAa8jWhlOLcNDsQmcFQ1I+iomJ6mRmRM/RnLJnBoYhf97/jTp+z7v6WQrN9MAdKKYpNTkBpCXiHtglX8Dh5fPajozjaH8LvP3cVz12ea+laN2N6OY9UTmLTpiYxEvXDyXNMhtckjRSgjgH4UQC/gTX53W8beVEMxm4hnhZ1mwriCEFfnahaAHDwHLImTUBli3Kdw1Ae3QEXnELr6VPr8ToF9Hd4TDUin1wsbd6ZBK91hqN+JglhGM7UUg59IQ8cOiTgaWiedol0fdmzrJjTmV9viqtSilkDQh+aIRb2YCjiw4sNFKDiKRFL2SKO94dNuLK9zTAzImcYRFFWMbmU011+B6ztb+uttZJJ/qZAadpKpWiqwDaWzCIScCHocWz7sW4Hj1984AhODIbxh89fw7OXZlu53LqcmylN4jC/PXNw8Bxu7Q3gIpuAaopGdmofA3CIUvoeSum95cf7jL4wBqPdKcgKFjIFXQ8JsbBnw4gyAAgcQV5W6ibk6U2+qGw45CVS+hXa6mG2EfnEYg6dPicC7u03FIytGY74MbsiIiOaF1vP2HtMLeUw2KlvQaYiC6kzdUpgnu+eKCsQqqZOFzNFSAq1xIC8mlMjEVydy2B2ZWsZ3rmZkv8TOxAZTyzsgUvgmOyZoTs3F7NQqf4G5BqxOpJnAmLaOguUmgrNznaNJTPbTj9V43bw+IUHbsMd+8L4o29exzMX9C1CnZ9OodvvQm/Q2vvDXmI0FsSNhaxpgwC7gUYKUGcBsLYVg9EkWkqRnsbcsbAHs2lxg78DIQSUGj+qrKgUBXljRG08lUfMwG78SDSApVyx6djvnXJzKYsDbPpJF4airCPPMBZJURFPi7r6PwFrnnb1pk5LwQ/GF/xVlUJSatdcbUrAyDW3Ed5VluG9uI0Z+dnpNLr9TssLZnsBnisbkbMkPIbOaPdw7Z6uN6UJqNr9rcAR5EyylwAASd0YsrMV+aKCeCrfdFHOJfD4+fuP4O79Hfjjb1/HP59PNHehm6BSivMzaRzvZ3JnMxntD0GlwOVZJsNrlEYKUD0ArhBCvk4Iear8eNLoC2Mw2p24ATHZ/WE3ZJVuavxaNHhUWVJUkHX9oVVRwmpBrpikG8FI2Yj8qgldXUWlmFrKYV8nMyDXA00SwnygGEahHVr0Nrj2OgV0eB11p045QlA0IQmvns9UwoB7y07oDbpxuMePF69vHi2uUooLM2kc7w+zA5FJDEX9GF/IQDVhIpqxdxhLZuFz8egJuAx5/VjYA1mlNY1GwUR/U6B5WfXNxSwodpYK6BQ4/Nz9t+FtBzrxpy+M4amz8aZfYz2TizmsiDKOsWlTU7mlJwCeI7g4wwpQjdJIAeqzKMnwfh3A7wJ4FcCwkRfFYOwGEin9u9RbSUIA4zvypQmr2vdYOwwZ140/1O0HzxFcmzPeiHw2LUJSKPN/0omKETmThDAMopKAZ0BoQEkWsnG9FTiCfF1zcn2pJwlJpEUIHEGX35iDYDOcHO7GWDJbd0oMKB2I0nmJHYhMZCjihyipdRNzGYydMpbMYMgAA3INzXNPa94CpYRnM9ZZDblJFYE2FbZVAt5WOHgOn/nwrbjnUCf+/PQ4vvzmzI5eR6Pi/8QMyE3F7eAxEvUzH6gm2LYARSl9AUAawAMA/ieA9wP4U2Mvi8FofxJpEQG3AL9b0O01tQJUvY0lAUHB4Bt1Ud44nqwdPPSUGq7HKXDY3+U1xYhcS8A70MUmoPRiKOJnEjyGYUwu5UAA9BuwBsVC9X33eI5AlIz3JqnXkU+k8+gJuptKajKKk8MRANjUjJwdiMxHkwOx8AeGXsiKipsLWcP8nwCgr7x+VxuRl9ZZ8wpQoqSAb6LANp7MIugW0OVz7vg9HTyH/3rfrXjnUBf+8sUb+NLr0zt+rfMzKfQEXYgy/yfTGY2FcG0+Y+rvazuzaQGKEHKYEPJLhJDLAD4PYAoAKZuQ/5FpV8hgtCnxtP6+SGGPA14nX5muqsbBE2SLxhrgFSQF3Lp+fCItggCGGx6ORAO4Pp8x3GhdO8wO6BjnvtcZjvqRSIvIMINGhgFMLefQE3TD7eB1f+1Y2INUTkJu3doqcJwpG816niQJHdNVWyUScOG23gBOX6svwzs3nUJfyM0ORCYy2OGBgyfMB4qhG1PLecgqNbQA1elzwilwNdOUPEcgq7TpyaSdUpDVmsCH7Rhb0GcqTOA5/JcP3oJTI934q+/cxGOvTTX9GiW58wqOsWK/JRyNBSGrFFdNUGrsBrb6K7uC0rTTRymlJ8tFJ1bWYzAaJJEW0aezLxIhBLGQp+4ElMBxyBaM/RPN1UnAi6fy6A644BT0iz+vx0jUj0xBrkj+jGJiMYvekDGH2b2KtmkdZ1NQDAMwIgFPQ/O2Wy/DM6szL8m1vnuUUiTSeUMnTpvl5Eg3bi7mMLWcq3leUUv+T+xAZC4Cz+Fgt4+ttwzdWJOaGTcZzhGCWMi9Ya0lAGTVHD+zvKQ0PFkqKSomF3M7lt+tR+A5/F//6ha853AEf/3yBP7xe5NNff6NhSwyBRnH+llumBXc1hcEAXAxznygGmGrE+MnAMwC+BYh5M8JIe8Hmk6nZDD2JEVZxcJqwZCUoli4fgHKwZMNXXq9yRZlCPzGCaiYCd34w2UjcqNleDcXc0x+pzPD5dQc5gPF0BtFpZhJ5XU3INfQ1vD1HkdaZ359IqnerD8QpXISREm1zQQUALxrqBsEG9PwbixkkS0qOD7ADkRmo8mejZ4YZuwNxpIZuB2c4cmbfXUkzxTGJzxrFCR1wx53MyaXcuWpMP32izxH8DMfOIx7b4ngb1+ZxN+9MtHw3/D56bLcmfntWYLPJeBgxIcLzAeqITYtQFFKn6CUfgrArQC+DeBnAPQQQv6EEPJBk66PwWhLZldEUBiTUhQLu5FcLUBad0MWeA5FmUI18ECU32QCyoxu/L5OH5wCZ+h4a1FWkUjnsY8ZkOtKyONAt9/FfKAYujO3UgoNGOgw5m+2t2KMWz8Jb/06rDeirECoKkBp12Fk6EOzdPldOBIL4vQ6H6hz0ykAYBNQFjAU8SNbVDC7YuzEMGNvMJbM4mA5DMZIYmE3ZsupptVIBic8a4hy4xNQ2oSh3rJEniP4T+8/jPffGsXff28KX3hlsqEi1LmZkty52wbhFHuVo7EQrsyuGr4v2A00YkKepZR+gVL6EQADAN4E8BnDr4zBaGM0E0UjCjP9YQ8osKkUzahOkaJSFGS15ua8KkpYLcimdON5jmCo22foBNT0cg4qBfYbNE2xlxmO+tgEFEN3JssJeEZNQLkdPLr9zropbyqlhktDRKl2zV1LHbXPBBQAnBruxtRSDhOLa75DZ6fTGOzwoLMFg17GzqgYkTMfKEaLKCrFjYWMrpM+m9EX8kBWKRYyhcpzBMYX+oHS16moFFyDfk7jlfcxSQAAIABJREFUySw8Dr7SpNATniP4P94/gg8e6cE/vjaFv/7u1pNQikpxMb7Cwh4sZjQWRFFW2V63AZoybaGULlFK/wel9H1GXRCDsRvQDivGTEDVl4SUoIYVoCSl1osEWDsMmeVHMtITwFgyY5js5eZi6TDLJHj6MxzxI54WkWVG5AwdmSoXoIwMDYiFPBt8SYCyN4nBB6OCVDsBNZsWwREgGrBXl/udQ93gCCpTULKi4lIizeR3FrG/ywuBI+wgxGiZeDoPUVINNSDXqLe/5TmCXNEEvz1FbcpnZiyZwcFuX8MFq2bhCMFP3TuMD4324vHXp/FX37m5aRFqLJlBrqjgGFtvLWU0VioAMhne9hjrGsxg7FESaREBl4CA26H7a29VgKIoyciMoFTYqr35addgtC+AxkjUj6KsVqYe9GZyKQuBI7abLtgNDEWZETlDfyaXc+j2u+B1Coa9R194oy8JYLw3CaWlhkLtBFQe0YAbAm+v7VuHz4mjsRBevLYASmk5jlpl8juLcPAc9nV5meyZ0TJj88ZIzeqh+YlWT/g7eIK8CQUoWaUbEkc3Q1EpbixmDTVlB0pFqJ987xAeONaHJ96YwV++eKNuEerCTKngwdZbawl5HBjs9DIj8gaw1w6GwdglGJGAp+F3CQh5HHWNyDli3I26KG+MA4+n8iAAekyK2B6JBgAA1+aN8YGaWMxhoMNju8PdbmC4vHm9zg5EDB2ZWsphn0EJeBqxkBurooyMWDu9xxGCgmRcAUpSKChFTcR3PC3atkB+cqQbM6k8bi5mcY4diCyHGZEz9GAsmYWDJxg0cMpUo9PnhEvgahqsAsdBNHCd1ZCbmIBKmDgVRgjBj7/7ED56vA9Pno3jz06Pb/ibPjeTxgCTO9uCo7EgLsVXDA8oaXfYKYvBMIB4Km+oSWwpqrZOEh7HIW9QNHhBUsDVkeBFAi44BXOWkr6wGz4nj2tzxhQxWAKecYS9TnT7nbg+zzxJGPqgUoqp5TwGDTIg16hMna6bgnJwHESD1lsAkNXaAxGlFIlUHn0mSZ6bpSLDu7aAc9MpHOr2IejRfwqY0RjDET9WRRnJKj8dBqNZxpMZHOjymdKYI6Q0gV691vIcQV4yXrovKY1PQGneamb4YgGl78uPnjqEh07E8NVzCfzJC2NQy0UoWVFxKb7Civ02YTQWQl5ScGOB7XW3ghWgGAydkRQVydVCZZTYCGLh+p4kAk+QMchjJ1cvAS+dN7UbzxGC4ajfkAmobEHGQqbAEvAMROvIMxh6ML9aQFFWMWhwaED/JrLn0sHIuAKUpNQeh1ZFGdmiYtsJqJDHgeMDYbxwNYnLCXYgspqKETnzgWLsEEopxhYypkz6aPSFPDUSPJ4jkFVquN9eUd7YZN2M8WQGAkcMb35UQwjBj5w8iI/f0Y+vXZjFf/92qQh1PZlBXlKY355NGI0FAQAXmQ/UlrACFIOhM7NpERQwtEvdH/ZgKVfcILdz8BxyRWMKUNmiDIGvvTnHU6JpBuQaI9EAbi7mdPe6mij7Su3vZBNQRjEc9WMmlTfsd5Sxt5gyOAFPozfkBkc2FqAE3lgJnqzUyp4roQ82LUABwKmRbsyvFiAplB2ILOZAtxccYUl4jJ0zt1pAtqAY7nVUTSzswWxarJEwcSCGJ47mJaXGb28rxheypk2FVUMIwb995wF88q4BfP3iLD7/zes4O83kznai2+9Cb9DNfKC2gRWgGAydSaSNN+beTBLCcwSyYkynKL9uAmpVlJApyKYZkGuM9PjLscD6bqq1+PADbALKMLQu6jg7EDF0QCtAGd2FdvAcuv0uzKybOjVaGiIpak3ug3ZvMVLe3SrvONQFniPgyFonmGENLoHHYAczImfsHDMNyDViYTdkldZIR1UDE541CpK6oclaD0opxuYzphblqiGE4NP37Menvm8Q37g8h394dRL7O70IMbmzbRiNBXEhnmb+e1vAClAM25IryviNZ65UCgPtQrzcpTZSJrFVEh6B/slMqkpRkGvTmDQJoFFm65thlBH55GIOHgePiM3izXcTzIjc3lyMp/E7z77VNuaZU8s5dHqd8LuNS8DTiNVJwuMIgUphmDRElNSaDnsiLZoa+rATAm4H7jnYiWP9Ifhcxv9cGFszFPXjOjMiZ+yQsWQGHIGp3phagX39/lYyKOFZQ5TUhiagkpkCVgsyDplYlFsPIQQ/+Pb9+IG37YOsUpwY3BvTpkalfOvN0VgIq6KMqeWNZzRGCbY7YNiWZy7M4qXrC4j4XfiRkwetvpyGiafy8Ll4BAw8FGnFrXoFKACQZAroGIZRVFSQddr4uAmTXvXo9jsR9jp0NyK/uZjFvk5vTeIUQ186fE50+pzMk8SGUErxFy/ewPX5DN5/Ww9ub4MN7dRSHoMGJ+BpxMIevPDWPCilNWsEKUtDBF7/9xTXSUIS6Ty6TQx92Cn/9wdvadjMl2EsQxE/vnllHkvZIrr8rLnCaI6xZGlfZOaao0mMq32gCEhpItRARFmBz7n9vn3cZAPyrfj+t+3DkViw0tzbzWiqi56gG5zN9+mj/Ws+UEZbBLQr9t7FMPYskqLiyTfjAIBz0ymLr6Y5EmkRsZDH0EKG28Gj2+/ETJ0CFAVQUPQ1xi0qKtbngyRSeRCU/FHMhBCCEZ2NyCmlmFjKMfmdCQxH/GwCyoacnU7jerkwePpa0uKr2R5KKSaXcqaZwMZCbmSLClbEWskdBTXsYCTKCoSaApSIPhtPP2kIPLchsIJhDdohmflAMZqFUoqxpLkG5ADQ6XPCJXA1DVaeI8gVjQt8UNXSOt7IBNS4BVNhW3FiILzrp00pLakwogE3cgXjfg/0ojfoRqfPiQszzAdqM9gOgWFLnr88j6VcEccHQhhfyCKdl6y+pIaJp/KmeHRsmoTHcRB1vlHXG32Op0VEAi5LDhoj0QCml/Uzs07lJKyKMvbZZEOxmxmO+jGj48+OoQ+PnZlCp9eJdw114btji4YnDrXKYraIvKQYnoCnsZXsWVaMmfdZLwlJpEXbJuAx7Mmhbj8IwHygGE2zlC0inZdML0ARQtAXctestQ6ebAjd0ZNmDM7Hkln0hz1wOwwYe2XUJVtQEAk4sa/Lq3uD3QgIITjKfKC2hBWgGLZDUSm+9MY0hqN+fPrt+wEA52faI85SUlQsZAqImeCLFAt56h6GBI4go/PhXpQ2xtPGU3nTE/A0Rnr8oNAvXvpm2WdsP5uAMpyhSOlnp7eJPGPnXJ1bxbnpNB66PYb33RrFakHGmzafPJ3UDMjNKkBt4ksCAJKqf7GOUopi1QRUtiAjnZcMTVdl7D48Th79HR5WgGI0jfY7MxQ1X94VC3tqJHgCx0E0MnFUVdGoZmF8IWOp/9NeJC+XGsRBtwBCALUNijqjsRCWskXMrmwcFGDYrABFCPktQsgVQsg5QsgThJBw+fkDhJA8IeTN8uNPqz7nLkLIeULIdULIHxJm4NL2vHR9AYm0iE/eNYCRngA8Dh5np+x9GNKYWxGhUnNSivrDHqwWZKysmw5z8JzuI6q5dQl4gLXd+DUjcn021RPlw6xdRqp3M8Plzex15gNlGx47MwW/S8CHjvbijn0d8Dl5nL62YPVlbYmWgGeWv0JP0AWOrIVMaPCE6D5xCpQ68ipFRcqdMCHcgrE7GYr4WQGK0TRjySwIgIMW7ItiIQ/mVsRKIIbxiaONFTTSeQkLmaIt/J/2CpmCjC6/C0G3AwLPIeJ3GSrH1AstBfYik+HVxVYFKADfAHCUUnocwFUAP1v1b2OU0tvLj5+oev5PAPwYgJHy40OmXS1DdyilePz1aQx0eHBPOc75aH+wbXygNElczIRDgjZltT6ZSeCJ7vKmbFGuiaddyZfMAM02INcIeRyIBly4qlMRY3Ixh7DHwWJsTaDT50Sn18l8oGzC5FIOL48v4YHjffA6BTh4Dvcc6sIr44uGm762wtRSDkG3YNrfrMBz6Am6N0xACRwH0YBkHlmhNR35RHmdN6O5wdhdDEV8WMgUkcoVrb4URhsxlsygv8MDj9N8qVks7IasUiRXCwBKBShZpYZJwxt9Xa2QyyagzCMvyTXN4Z6gGwXZ/gWofZ1eBN0CLsTbQ8FjNrYqQFFKn6WUaifnlwEMbPXxhJA+AEFK6XdpSWT51wAeNvgyGQZyZmIZNxay+MSdA5WUg+MDYcTTYuVGZGcqhwQTZBKbeZJo0eB6xpXmixvNcEvXYF03fqQngGtz+hiR31zMYh+T35nGUNTHTHFtwhfPTMMlcPjo8VjluZMj3cgWFbw+uWzhlW3N5HLeNPmdRizsqVvwN8KbRFLVmtiHWTYBxdghWkIWW3MZzTCWzOJQtzWFFq3QXr3ecuXEUSOQFBWNqLq0BLxD3WwCygyyBRmdXmdNoynocbSFDI8QgtFYCBfjbAKqHrYqQK3j3wH4WtX/HySEvEEIeYEQcqr8XD+A6aqPmS4/VxdCyI8RQl4jhLyWTNo/5Wcv8tiZaXT7XXjP4UjluRMDpTjws20wBZVIi/A5eQTdxidSlKJIUdeInAC6TS+oail9QqiS4MVNLLRtxuGoH/OrhZYN6tVymhaT35nHUMSPmeUcRMn+XazdzPyKiBeuJXHfaG/NBu/2gTACLsG2MjxKKaaWcqbHG8fKxrjVpqI8Rwz5PV5vbJ5Ii+j0OpnxLaNpDlYKUGzqlNEYJalZwTKpmdZgTVQ1WFVQFI1KHJVq97ibMb6QQTTgQsDNpuXNICcpOLiuCOpoMxne7IqIhYz9ByjMxvQCFCHkOULIhTqPh6o+5ucByAC+UH4qAWAfpfQOAP8ZwN8RQoJAXc+4TUuilNI/o5TeTSm9OxKJbPZhDIu4GE/jUmIFH7ujv8ZvaH+XFyGPoy0KUFoCnhlWZI6yJGSmjikuoN8EVFFRQeoYkHOkFDVqFSNlL6Fr861NQc2vFFCQVdMPs3uZ4agfKgXGmRG5pTzxxgwIgIdvr+3bCDyHdwx14dUbS7YcdU/lShLgwQ7zJ6BEScVybq3oLXDEkO/ReklIPJ1Hn4UTp4z2xe8S0BdyswIUo2GsNCAHgA6vA24Ht8Fzr14isx6IklKTOLoZY/MZ01MB9yq5ooyw14GgZ2NDv11keKOxEACwKag6mF6AopR+gFJ6tM7jSQAghPwwgI8A+DdlWR0opQVK6WL5v88AGANwGKWJp2qZ3gCAuJlfD0M/Hj8zjaBbwAeP9NQ8zxGC4wMhnJu2f5xlIi2aKkuLhesn4QHQbXEuKiooNnbju/2uDcbkZjIULcVLX5trbVPNEvDMR5OEMCNy60jlinj20hzee0sEkYBrw7+fGokgLyl47ab9ZHiTy+YakGvUS8IjZcmz3t4koqSAJ7WyZysL/oz2hhmRM5qhUoCySIJHCEHfuqRnAmKYL6Eo19pM1CNXlBFPizjEDMhNIVeUcbDLV7ehr8nw7H4mPNjtg8fB4yLzgdqArSR4hJAPAfivAB6klOaqno8QQvjyfx9CyWx8nFKaALBKCLmnnH73QwCetODSGS1yYyGD1yaW8eCJWF2JwYmBMJayRUxvUmyxA5KiYn5VNNUkNhZyI57Ob1iEeY7TbTy1XscpnspXRqStwusUMNDhaXkCasLkNC1GyYg87HVgjBWgLOOps3FIiopP3FnfavFYfwghjwMvXrefDG+6/DdrhQcUsDH4oSR51ncjLMoqBK60RRMlBUvZoqWSZ0Z7MxTxY26lgFWxNck6Y28wlsyiJ+iC3wQ7ic2IhdwVv1GgJHc2SnYlSuq2E1A3yhPbbALKePJFBQGPA2Fvfamjg+fQ3QYyPJ4jOBIL4gKbgNqArQpQAD4PIADgG4SQNwkhf1p+/t0AzhFCzgJ4HMBPUEqXyv/2HwD8BYDrKE1GfQ2MtuPxM9PwOHg8cCxW99+PD5TGGM9N2VeGN79SgErNNebuL0tClrK16TYOniCr08IsSgq4KgkepbQkB7GBGe5INIBr85mWuiCTi1lEAy54ndZttPYahBAMR/wsCc8ickUZT59P4B1DXRjYRMbGcwTvHOrC924u2c6ra3I5D5+LR8cmm1OjiARcEDiywXePomQarif54pokRDMgNyNdlbE70bx8xpkROaMBxpPWS81iYQ9mV0QoZeNxh0GBD5RSFBuYgGIG5OaRLco41O3f0s6kJ+iG2BYyvCCmlnIt+9XuNmxVgKKUDlNKBymlt5cfP1F+/ouU0lFK6QlK6Z2U0q9Ufc5rZQnfEKX0p6nd5/EYG4in8njx+gI+fLR3025Lb9CNaMCFs9P2HWO0IiZ7rSNfeyBy8BzyBbnepzRNrqjUSO1WRRnZgmL5BBQAjPT4kcpJWMjsPF765mKOye8sYCjqxzQzIreEp8/PIltU8Mgm008ap0YiKMgqvndzacuPM5uppRwGO7ymeO1Vw3MEPUF3XdnzetPwVilICgS+9PVZcW9h7C6GmBE5o0EyBRmJtGh5Aaov5IaiUsyvlva3AsdBlPSX4MkqhUqx7f1kLJlB2ONAp8+p+zUw1hAlBQGXsG2DSQtOsfux/2jZB+oSk+HVYKsCFGNv8qU3ZsBzBA/dvmmAIQghODEQxrmZVKUbYjcqyXAmdqkrBah1ByKBI8jLii4Lc7YoVw5CwNrXGbPBYWgkGgCwcyNySVExk8qzBDwLGI6UjMhvMCNyUynKKp48O4PbB8MY6Qls+bFH+oLo9Dptl4Y3tZQzXX6n0R/2VApCGgQGeEDJaxNQmgyll01AMXZI0ONANOBiU6eMbbmh+T/ZYAIKABLliVOeI8hL+jRWq1FUWjfRaj3jC1kcitT3JGLoR6Yo42AD3+d2keENR/1w8hyT4a2DFaAYlrKYKeD5y3N4/60923YVjg+EkC0otj2wJlIivE6+Js7caEpG4GRDEh4hBKDQJbI2X6wdTdbkJ3ZIZDrY7QPPkR0bkcdTeSgqZf5PFjAcZUbkVvD8lTmkchIeuWvr6SegtOF/13AXXptYQq6o/8Z/J6TzElJ5CftMTsDTiIXdiKdFqFXFfZ7jkNdxkk9WVKi0FMABlApQQbcAv4vJhBk7ZyjiZ757jG0ZK++xrTbbroQ+lAv+PEcgq1T3JrSkqJvHp1d9zORSzvKi3G5HlBT4nHzDU2a9IfvL8Bw8h1t7A8yIfB2sAMWwlCfPxqFSio/fufn0k8aJgTAA4Oy0PX2gNF8kM7sjPEfQG6qfhEdRmnZoBVWlKMgqhCoJXiKdB0dgi0Qmp8DhQJd3xxNQNxdLZsb72QSU6XT5nAh7HKwjbyKKSvHF16dxuMeP4/2hhj7n5EgEkkLxyg17yPCml60xINeIhT0oyioWq2S/PKevN4msUhBUJ+DlmfyO0TJDER/iadE2xWSGPRlLZtDpc6LDa63ULOx1wOPgDU/Ca0Q+PbGYg6JSHGIFKEPJFGQc7G58yizodoDA/jK80VgQNxayyOpkjbIbYAUohmVkRBnPXJjFyeFIQ5vrDp8Tg51enLWpEXkiLVrii9Qfru9JArRegCoqas1BCChNQEUCrhpfKCsZiQZwfT5TM5HQKBOLWfAcwUAHO9yZDSEEQ1E/xlkByjROX0tibqWAR+4abHiDd2tvAN1+J05fSxp8dY0xWUnAs+Zvdn1XHihJnvXswpY68mvrWSIt2iL0gdHeDEU1Hyh7TpEz7MFYMlsxrbcSQgj61iXhUVBdJvuraSRAQvNOYwbkxlGQFXicPLp8roY/xylw6GoDGd5ofwgqBS4nmAxPwx4nSMae5Kvn48hLSkNSEI0TAyFcTKzo3gFpFVlRMbciWtKlLnmSiBvGkgkICi0aNhbXHYQAbdLLPgWbkR4/skWl4hPQDJNLOcTCHtsU0/YaQxE/JpdyKNh8hHo3QGlp+mmw04u3H+xs+PM4QnByuBtvTKaQEa3v3k0t5eBx8Ij4G9+k6okmPa4u+gsc0dUcV1bWPEkkRUVytcAKUIyWYUbkjO0QJQUzy/aRmvWFN0746x/4oILfpiEzvpCF18kzHz4DWS1IONTtA7dNGuF62kGGd0tPAAJHmA9UFezUxbAEUVLw1Nk47t7fgYNNdBRODIRRlFVcmd2Z5Moo5lcLUKm5BuQafSEPZJUimSnUPO/gCbItjtpL6yaoKKVIpPK2SMDTaMWI/OZiFvuZ/5NlDEd8zIjcJL53cxk3F3N45M7+irdQo5waiUBWKV4eXzTo6hpnajmPgQ6PZUaw3X4XnDxX8cIDShK8gk6hD0CpI6+90uyKCIrSQYzBaIUOrxOdPicrQDE25eZCFiq13oBcIxZyY261sNZgpUBR52KDKCkQuK2Pw2PzGRzs9jV972Q0RlFW4RZ4dO+gsRR02z8Nz+3gMRL1Mx+oKlgBimEJz16axaoo45N3Dzb1eUf7Q+AIcM5mPlCVZDhLJHhlSchybZfIwXMtF6BESQFXJcFbEWVki4qtuvH7Or1wChyuNWmumi8qmFsp4EAXK0BZRUUSwoxxDYVSisfPTCEacOHdI5GmP38k6kdP0IXT161Pw5u0MAEPKE2E9YbcNUl4hBBQWvJu0oOCpK4ZkGuhDzZacxnty1DExyR4jE0Zs0kCnkYs5IGiUsytlNZBged0l1uJslpJHK2HolLcXMza5nuyG1ktSBiK+JuefgJKMrxOn1PXIBAjGI2FcG0+A9Hm12kWrADFMB1JUfHEGzMYjQVxpC/Y1Of6XQKGIn6cnbZXFTlu4SFBK3rF10WDCzoY4+aKCgS+ygy3PAods5EEj+cIhiJ+XJtrbgJqqmxmvI8ZkFtGxO9C0C0wI3KDuRhfweXZVXzsjv6aQIFGIYTg5HAEZ6dTWMlLBlxhY2QLMpayRctTK2N1fPcI9JOGlDryWgJe6X3sJHtmtC/DET9mlnPsEMSoy1gyi6BbQLffWgNyDU3yrPlAOXh9/fYAoCApWxag4qk8CrLK/J8MQlLUipfTTukLeexfgOoPQlEp3mryrLJbYQUohum88FYSC5liU95P1ZwYCOPq3KquqUOtkkjn4XHwCHscpr93RzkpZGbdgUjgORRktaXI2lxRqfFHipc3AbGwvbrxI1E/xhayTX2tNxdLXWAmwbMOQgiGo35cZxNQhvLYmWmEPA584LaeHb/GqZFuKCrFdy2U4WlF48EOiwtQofq+e3qZ41Z35GfTInxOHkG3oMtrM/Y2Q1E/kz0zNmUsmcFQxG+ZxHk9lQZreX/LcwT5gr4esOI2BSi7TYXtNlZECQe7fFv+DLYj5LG/DO+23iA4AlycsdcAhVWwAhTDVFRK8fjr0zjU7cNd+zp29BonBsNQVGorLW0iLaIv7Lbkpk0IKXfkN5pwtxpZmyvKlU48UJqy4gjQE7RfAaooq5hcanxTPbGYg1PgmKmkxTAjcmMZS2bw+uQyHjwRg9vB7/h1DnX7EAu5LU3Dmyon4Fk/AVXy3Vuo8t2jKIVR6EGhypMkni6FW9jlQMhob5gROWMzJEXFxJJ9DMgBIOwpNVi1CX+B45CX9AvDUFQKWaXbFKCycPAsLdkIJEWFg+cQbfFM0Q4yPJ9LwMFuHy4yI3IArADFMJmXxxcxk8rjkbsGdryhvq0vAAdPbCXDi6esTYaL1UkKKUFRkHd2KFJViqJMayQ7iVQekYDLdqlxh3tKRuRX5xrfVE8u5bCv08tMJS1muNyRv7mQs/pSdiWPn5mGx8Hj/mN9Lb0OIQSnRiI4P5PGcq6o09U1x+RSHk6BQyRgTQKexvquPNB6sb+a6o58Ip2vyFAYjFbp8jkR9jjY1CljAxOLOSgqrXgz2gFCCPrC7ooEj+cIZJW2NNlfjaSo2G4HOL6Qwf4u347k64ytSedbn37S6A26dfcH05vRWAhXZldtl+RuBeyviWEalFI8dmYafSE33jnUvePXcQk8busN2saIXFZUzK8WELNwkiYW9mB+VdywqFFgxwtdPTlJPC3ayv9Joy/khs/FN2VEzhLw7MFwudvKfKD0J57K4ztjC7j/WB/8rtYlXCeHu6FS4Dtj1sjwppZzGAh7dNmstoK21lcXoHiOIF9sfVNZ3ZHX7i29Nps4ZbQvhBAcivjZBBRjA9rvhN28jmIhj2HFflml2KqURSnFeJIZkBtBafqJIBrUp6EU8jpAiL1leEdjQRQVlTUAwApQDBM5O53G9fkMPn7HQMsHiOMDIYwvZJG20BBXI5kpRcRaWZiJhTxQaSmyuxqO7NyIvKioqL41U0qRSOVtGQdOCMFINIBr842Z+6XzElI5CQeYAbnlRAIuBNwCS8IzgC++Pg2eI3joREyX19vf5cVgh8cyGd6UxQl4Gp0+J9wOruKJB5RCH0S5dWlIdUfeDvcWxu5jKOLD5FIOxR1ORzN2J2PJDLxO3na2BH0hN+ZWxIrEmYLq5rcnbzMBNb9aQKYgYyjC9op6syJKONCt32SZS+DR4XXYWoZ3JBYCAFywkYWMVbACVBtDKcXlRPtoSR87M4VOrxPvvy3a8mudGAgDAM7bwMytkoBnoUyiv44kBAAcPIdsYWeHImnd5nRFlJEtKpZOem3FSNSPicXGNtWTZQPyfV3WH2b3OoQQDLOOvO4sZgr45pV5fOC2HnT49Ek00mR4l+IrWKzyPzKDfFHB/GrBFgUoQgj61nXleY4gL7V+KKruyCdscG9h7D6GImXZ8yIzImesMZ7M4lC3z3a2BLFwqcE6v7p2z9ErcVRStp6AGq9MhbEJKD2RFRUCR3T3k7V7Gl7I48Bgp5f5QIEVoNqax89M48f/9nV888q81ZeyLVfnVnFuOo2Hbo/p4h800hOAx8Hj7JT1MjwtJtvSCajwRkkIUOrK53a4GIuSAq6qN5Qov3bMhhNQQKkApagU4wvbFzJuLpb8htgElD0YivgxwTryuvLlN+NQKcXH79xZ2uhmnBzpBgXw0tiCrq+7HdPlBLx9NjGCjYXcNeutwBEUdNj4VnfktXuLlf6CjN2KbdPrAAAgAElEQVTHcJQZkTNqUVSKGwv2lJpVPPfK6yEBUNQptESS1Zp97nrGFrLgCHCg2/rGx25iRZSwv8unu59syOsAhf1leJfiK7r5mLUrrADVxnz0RAz3HOrEX33nJr56Lm715WzJY2em4HcJ+NDRXl1ej+cIjvbbwwcqnsrD4+AR9josu4aA24GAW8DMuiQ8B88ht8MJqFxRgcDXJuABpXFoOzJSNiK/1oAR+cRSDgGXgA4Lf2aMNYbLxUM7d+Rfn1jGP3xvsi02DauihGcuJnBqJKK7f9BghxcHurw4fc3cAtRUuQBlhwkooHQomlstVH4fBJ4ryZZb3PhWd+TjaREugWPrFENXogEX/C4me2asMb2cQ1FRbWVArtFX8dzTjMg53cym87K8dQLefAYDHV64hJ0nyDJqUVQKQoghUk+XwKPT5jK8o7EQ8pKCGwv23e+aAStAtTFuB49fe+go7twXxv/4l3F8+Y0Zqy+pLpNLObw8voQHjvfB62zdCFfjxEAY8bSI5Kq5UpD1JNIi+kJuy2Oy++sk4WmJITuJB88VlZruRDwtgiPQfWRWL7p8TnR4HQ35QE0uZrGvy2v5z4xRYsjmHfl8UcHvPX8VX3hlEn/4/DXbF6G+ei4BUVLxiM7TTxqnRiK4MruK+VVx+w/WicmlPASO2GYaKBbyQFEp5qp89ygtFZBaoSivTZ7O2uTewthdEEIwFPFhLGnfA5BKKf7g+av4+sVZqy9lT6Dde+04ARX2OOBx8JUpfAdPIOo0AVWQ1JpG63rGF7I4xPyfdCWVL+JAl9ewNG27y/BGY0EAzAeKFaDaHKfA4T++bxjvGu7GX750A4+dmbL6kjbwxTPTcAkcPnpcHyNcjeNlH6izFk9BaQUoq1mfFKJBUD/RbjtyRRkCVyvBiwbcht00WoUQgsM9gW2T8CilmFjKMfmdjegpd+Ttmgzy1Lk4UjkJ994SwTffmscfPH/VtkUoUVLwlXNxfN+BDhwwKM3o1EgpxfSl6+ZNQU0t5dBvgwQ8Dc2XSZsMBUprray2JiPNS0rla0yk87YpuDF2F0MRP24uZm0bB3762gKeuzyPz3/rOv75fMLqy9n1jCWzcApcxU/UThBCEAu7K6EPPEeQL+jzeytK6qb3lOVcEUvZIoaY/5NuKCoFR4BeA+9rofLEsF1leF1+F/pCblxkBShGuyNwHP7LB2/Bew5H8NffncDfvzppmz+8+RURL1xL4r7RXoQ8+soI9nd5EfI4LC1AKSrF7Ipoi0NCrMODxWwRYp3Kf7PeOqpKUZRpTTpFPGWPQttWjET9mFnOI1fcXHaYzBSQKyrYzwzIbQMhBMNRP67bcAJqJS/hS69P4+0HO/Gf/9Ut+MF79uNbbyXx+zYtQn394ixWRRmfvGvQsPfoC3kwHPGbKsObWrZHAp7GWvBD7RRYqxNQWkdeUSkSabHi78dg6Mlw1A9ZpZhcyll9KRuQFRVfeGUCB7q8eNuBTvzpC2N45gKbhDKSsWQGh7p9tinwrycW9lQ88QSOQ15qPXEUAAqyAoGrfxQeL08IsgQ8/Ujni9jX6YNTMK784BJ4hD0OiDqEghjFaCyIi/EVqDY5q1sBK0DtEniO4Gc+cBjvuzWKv3t1En/7ij2KUE+8MQMC4OHb+3V/bY4QHB8I4dx02rKvNVn2ALHDIUE7ECXStVNQFM1PQK3/eEopEum8bQ3INUaiAVBgy0maybIB+T4bHWYZpY785GLOdh35x1+fRr6o4NP37AcAfOruQfzQPfvx7beS+P3n7FWEkhQVX35zBqOxIG7rCxr6XqdGunFtPoPZtPEyvIKsYG5FtNXfbMjjgNfJ10ydUqDl319RUiFwHBazBcgqRW/Q3msuoz3RpFZ2lD0/f2UeibSIH7xnPz7z4Vtx9/4O/PG3r+PZS6wIZQQqpRhP2tOAXKMv5MHcighZKU0sKZS2fO+llKKobD4BpSXgHbTx96Wd0H5eZqS69oXcyOlUpDSC0VgIq6KMKRs2AMyCFaB2ETxH8J/eP4L7jvTgn16bwv/8zk1Li1CpXBHPXprDe2+JIBJwGfIeJwbCWMoWMV1HemYG2uHDFhNQ5emk9UbkAschV2hOD11UVFSH066IMrJFxRaFtq3Q0n22kuFpCXj7mQTPVmgd+Zs2MmZcyBTw1XNx3HtrtOb35ZN3D+KH3rEf376axO/ZqAj17bfmsZApGjr9pPGu4ZIM7/T1pOHvFU/loVL7GJADZVnIOtkzBwKpxSRHUS5J8BLlwp4Zm3XG3qM35IbHwdvOB0pSVPzD96ZwuMePtx3ohIPn8LMfvg137gvj89+8jucuz1l9ibuO2bSIvKTY2usoFnJDpcC85vlKScvFfkmh2OqINLaQRU+wZA/AaJ0VUcJgpzmG7iGvc8ufrdUcjYUAABfjKxZfiXWwAtQugyMEP3nvMB441ocvvTGDv3jxhmVFqKfOxiEpKj5hkBEuABwfKP0Rn5uyRoanTRvZYTJIK4LNrCvGOXjSdCdg/SHKToW2rQh6HOgNunF1bnMj8omlLLr9TrapsBnD5S6jnWR4JTkz8ANv27fh3z551yB++B0H8MLVJH73G9YXoRSV4ouvz+BQxIc794UNf7+eoBu39ATwogkyvMml0voz2GGv9afkS7K23vIcacn8VFUpZIWWClDlRoLdZc+M9oTTjMht5rv3tQuzWMgU8Ol7DlTM950Ch5+7/zacGAzjD5+/hm+9NW/xVe4u7GxArhGrSJ5L6y0F3ZG3aTWyqmIrweF4MmPr70k7oagUKqWmnZXc5WTyvE5piXrTE3Shy+fc0z5QrAC1C+EIwY+/+xAePBHDU2fj+JMXxkzXmeaKMp4+n8A7hrow0GFc17o36EY04MLZaWv+iO0Uk+1x8uj0OTcYke9kAqogqZUkJqCq0GbzAhQAjPT4t5yAmlzMYV+nfTt9e5WeoAs+l3068lPLOTx3eQ73H+vbNPnxkbsG8G/feQD/ci2J3/3GW5YWoV4eX8RMKo9H7hwwLTXt5Eg3xheymFk2dgJ1aikHjtij0F9NX9iD5Gqh0okXeFLXg69RJHVt8jSRzsPBE3T7jZkeZjCGIn7cWMhaXjzXECUFj702heP9IZwoNxc1XAKPn7//NhzrD+H3n7uKF64aP3m5VxhLZiBwxFYS5/VohXit4E8IILfot7eVX1+2ICORFnGIFaB0YVWUMNDhhdth/PSTRszGMjxCCEZjIVyIr9jCLscKWAFql0IIwb8/eRCfuHMAX7swi89/67qpm4ynz88iW1QMl4IQQnBiIIxzMylLNlHxVN5WMdn94Y1JeAJPkCvKTS1y2aJcE00bT4ngCBAN2v8wNBL1I7laQCpX3PBvikoxtZzDAWZAbjtK0eB+23Tkv/DyBFwCj0/etfUE5yfuHMD//s4D+JdrC/gdi4pQlFI8dmYKsZAb7xzqNu19T5okw5tcyqEv5LFdAmcs5IFKgdmVqnSm4s678rJCK2X/RFpEb9ANzib3FsbuYyjqR1FRMb1sDx+Sr5yLI5WX8Ol79tfdU7kdPH7xI0dwpC+I3/3GWzh9jRWh9GAsmcX+Lq/t1tdqNM89bTIUFCjKrU23yIqKze7WN8pWAEMGJcnuJVRKoVCKAZMnmG0vw+sPYilbrOwf9hr2XW0YLUMIwQ+/Yz8+9X2D+MalOdOiwwuygifPzuD2wXDFk8dIjg+EkC0olRuGmZRSiuzTlY/VKUBxhEClzaUz5YpKzWYkns4jGnDbeoOiMRINAKjvAxVP5yEplCXg2ZRhm0SDX51bxUtji3j49hjCXue2H//xOwfw7951AKevLeC3nzW/CPXGVApjySw+fueAqSlG3X4XjvQFDU/Dm1rO2bI7r3niJVJr6UxiC4ciWVlz3kuk87aXPDPaG01etFVoh1lkCjK++Po07t7fgVu3CFBwO3j80kdGcWtvEL/97Ft46bp5SZy7EUopxubtLzWreO6VJ6B4jkOuRXmVpKjYrAI1vmB/WWK7sCpK6A97TJ1+AuwvwxvVfKBm9qYPlP1Pk4yWIITgB9++Hz/49n341lslmYhs8OHu+cvzSOWkbScH9OLEQMnv5Oy0uT5QikoxtyLa6pAQC7mxIspYFaUN/9aMXj5XlCFUHWQTqfaJAx+K+MER4FodH6i1BDzW1bIjmhH5xKK1Hfm/eXkCQbeAh+9oPL3zY3cM4EfedRAvXl/Abz1r/DpbzeNnptHpc+J9t0ZNe0+NUyPdmFzKYWLRmAaApKiIp/K2MiDX0CTJ8dTaBJSkqFB3WICU1NLvTCl1VGT+TwxD6Q974BI4WyThffmNGWQLa2mjW+Fx8vjsR4/gcE8Av/XsW/ju+KIJV7g7Sa4WsFqQ26LQ0hd2V9ZaB09aKvYD5cTRTZqqY/NZdHgd6PBt34BibI5KKSSFGmrFshV2luENdngQdAu4sEd9oFgBao/wqe/bV/YqKR2OjJowUFSKL70xjVt6AjjWH9r+E3Sgw+fEYKcXZ002Ik9mSjHZdjok9HfUHog0SBPpTKpKUZRp5cZMKUU8nW8L/yegtDkd6PDWnYC6uZgFR4DBzvb4WvYadogGf3MqhTenUvjf7h6E19mcUf3Dd/TjR04exEsmFqGuzK7g/EwaH7u935IJxXcNdYMjwIsGTSJUEvBsZkAOlEIP/C6hxoicYK2Q1CzFsvfeck5CQVZtdW9h7D54juBQt89y3710XsJTZ+M4OdzdsOeO1yngVx4cxXDEj9985gpevcGKUDuhHQzINWIhD+ZXRUiKWpI7F1pMHJWUTSeGxxcyzP9JB1ZFGbGwGx6nudNPGqEGJtitQvOB2qtJeLYrQBFCfpkQMkMIebP8uL/q336WEHKdEPIWIeS+quc/VH7uOiHkM9Zcuf35xJ0D+PcnD+I7Y4v4b89cMaQIdfpaEnMrBTxyl3lGuABwYiCEi4kVU6U7muzCVhI8rSOfXm8KTFFosFu0flIqnZeQKyptFQc+Ei0Zka/3vZpYLHnJmBEDy2ievpAbPidvmSSEUor//7s3EQm48OGjfTt6jYdv76+ss2YUoR4/M42AS8B9o72Gvs9mdPicOBoL4fS1BUPMNKfKBud2lOABG333KHZujivKpQORFvpgp+laxu5kKOLH+ELG9KCaah4/M4WCrOAH3r4xbXQrvE4Bv/zgKA50+/D/fu0KXru5ZNAV7l7GkqWm3IFue66v1cTCbqgUmF8pQOA45FucbBFlpWbSX6Moq5hcyuEQ839qCUopJEW1dHrZ7eARcDtaCgcxkqP9QcyuiFjIFKy+FNOxXQGqzO9RSm8vP54GAELIEQD/GsAogA8B+O+EEJ4QwgP4YwAfBnAEwPeXP5ZRh4du78dPvGcIr9xYwqNPX264KNEIKqV4/Mw0Bju9eNvBTt1etxFODIRRlFVcmd0ouzKKeLo0ZRSzUZe6N+QGR4CZOkl4mUJjN+uispbEBJR8roD2SMDTGOkJIJ2XkFytXdQnl+zpJcMooRmRX7doAuo7Y4u4Pp/BD7xtH5zCzm+PD93ejx89VSpC/ebXjStCTSxm8cqNJXzkeJ9lHUaglIY3k8rjpgEyvKmlHAjWpjvtRl/YjZmqiVOC1gpQAk8qRrvtVPRntCdDUT9ESd2wZzCLhUwB/3w+gXtviWJwBzIdv0vA5x48iv1dXvz61y7j9YllA65y9zKWzGCww9sWTbm+qgYrzxHIKm3Jb7EgqXUnoG4uZqHS9pgKszMrooy+sLvpSXK96Q+7kSvaU4an+UBdmNl7Mjy7FqDq8RCAf6CUFiilNwBcB/C28uM6pXScUloE8A/lj2VswgPH+vDT9w7j9Yll/No/X9atMvzazSVMLOXwyJ0Dpif3HO0PgSPAORN9oBKpPJwCh04bacQdPIdowF2ZztIQeIK81NgheL1UL27DSa/tGCmb31fL8AqygkQ6zxLwbM5Q1I+bC+YbkSsqxd+8PIHBTi/uvaV1L6UHT/TjR08dwnfHS0UoI76eL74+DZfA4SPHY7q/djO8syzDM8KMfGo5h96Q27YHpFjIg4VModLMoWjOb68asXwg0g5Y0QArQDGMpSJ7tmjq9B+/NwVKge9/W3PTT9X43QI+99BRDHZ48WtPX8KbJtsxtDPjySwORdpj0kfbg2p7UgLS0n21sMkE1HhZksoKUDunNP2k7KiorDdhr3PTtEOrOdDlg9fJ70kZnl0LUD9NCDlHCPn/CCEd5ef6AUxVfcx0+bnNnt8AIeTHCCGvEUJeSyb3dnzrfaO9+D8/MIJz0yn86lcvtZwSUIoBn0Y04MK7R8yLAdfwuwQMR/04O21eFTmRFhELuU2VGjZCLOze0M108ByyDU5AFco+JBrxtAiOANGAS9frNJKD3T4IHMG1+bWJuKmlkpfM/q722GztVYYjJSPyySVzjcifvzKHmVQen75nv25Jcg+eiOHHykUovWXPcysiXriaxH2jvQh6HLq97k4IeRw4PhA2RIY3tZSzxSZ2M7RD0Wx5UpQD2XE8eEFSIHAcEmkR0YDL1ERDxt5ksMMDB08s8YGaTYv4xuU5fHC0Fz3B1oqtAbcDv/rQUfSHPfjcVy+ZHkrTjixli1jKFdum0BJ0C/A5+cpUPgXdcbFfVlSoFHX37+MLGficPHqC7bPntRurooyeoAc+l7XTT4C9ZXg8R3CkL4iLe9CI3JICFCHkOULIhTqPhwD8CYAhALcDSAD4He3T6rwU3eL5jU9S+meU0rsppXdHIhEdvpL25n239uBnPnAYF+NpfPYrF1saUbwYX8GV2VV8/I7+TVMljOZ4fxhX51ZNi9yM2zQmOxb2IJ4Saw6CAkdQkJWG0pmyRRkCX5WAl86jJ+i27Oe6Exw8hwPdPlybW+vqTi6VNtj72ASUrRmOmh8NXpAV/P2rk7ilJ4B7dJYPf/REDD/+7kN45caSrkWoJ96YAUcIPtZEUp+RnBrpxuyKqOvPTVEpppftmYCnoUmwta58adq0+XsQpRQFuTQBNZu2V7oqY/ci8BwOdPksCX74u1cnwHMEn7p7UJfXC3kc+LWHj6E35MbnvnoJ5/egrKUZxtvIgBwoFYv61nnu7VTuLKu07uER0KbC/LZrLrcLlJYKg3baa8dCbmRtLMObWs4jlStafSmmYsmJklL6AUrp0TqPJymlc5RShVKqAvhzlCR2QGmyqfouNQAgvsXzjAZ47y1R/D/33Yqrc6v4pScvNuwTtJ7Hzkwj7HHgA0d6dL7CxjkxGIaiUlMqyYpKMZsWEbOhR0cs5EFeUpDKSZXnCCEAbUwakisqNWla8VS+LdOYRqIlLyHNXPXmYg4OnrSVl9VepDfkhtfJm3ogevp8AguZIn74HfsN2XR+5HgMP6FjEWo5V8Q3Ls3h3lui6Pbbo0v7jkNd4DmC0zqm4c2mRcgqxT4bp1ZWZCHlrjzPERQalDtXIykUlJY274l03lbegozdzXDUj7GkuUbkE4tZfPutJD5yrE9XG4NSEeooogEXfvWrF/fkZEGjaPfYdpHgAaVCghayQ4AdT5tKilp3UkFRKW4sZJkBeQtkCjIiASf8Nph+0uiwkVXKeo7GggCAS4m9JcOz3UgDIaQ6euhjAC6U//spAP+aEOIihBwEMALgVQDfAzBCCDlICHGiZFT+lJnX3O68a7gbn/nQrRhLZvALXz6PVVHa/pOqGEtm8PrkMh48EbPUp+O2vgAcPDFFhreQKUBWqS271P3lA9F6GR4FGjr45opyRRdfOgyJbVm0ORwNIFdUKt+HicWSlIfJWuwNR7RocHMKUNmCjMdem8ad+8I4NhA27H0eOB7DfygHQPzG11orQn3lbBySouLjd9pj+gkoSWDuGAzjxev6yfAml0syzAEbS/B8LgEhj2NtAorjdjQBJasqOFIybs22Weooo70ZiviRKyqYWxG3/2Cd+MIrk3A7eHzizgHdX7vD68SjDx9Dl8+FX/nKJVzeYwe7RhlLZhELWW8S3Qx9YQ+SqwVIigqe45DboeJBVupPQE0v51BUVBxqk6kwO1KQVdtZXbgdPPwuwZYyvKGoH06B23M+ULYrQAH4TULIeULIOQD3AvgZAKCUXgTwTwAuAXgGwE+VJ6VkAD8N4OsALgP4p/LHMprgnkNd+Pn7b8PkUg4/98R5pPONF6EePzMNr5PH/cd2FluuFy6Bx229QVOMyBM2TMDTiHWsJYWspyhvfehVVYqiTCtyu3ReQq6ooK+NDMg1RnrKRuRlGd7kUtZWI8GMzRmO+nFjIWtYelw1T7wxg9WCjB96xwHD3+v+Y334yfcO4dWbS/j1py/vqAiVLcj45/MJvHOoy3aFmVMj3UiuFvCWTmmkU0taAcre608s5K4UoHiO7GiTK5WlJInyut0btPfXzNg9VIzITfKBuj6fwXfHF/Hw7THD/Os6fE48+vBRdHgd+OxTF3Vbk3YTY8kMhqLtVWiJhTxQackD0cETiDudgFLrT0CNL2gG5PYqoLQLGVFGl9+JgNtaX8p6xEIeW8rwHDyHW3sDuLDHpjVtV4CilH6aUnqMUnqcUvogpTRR9W+PUkqHKKW3UEq/VvX805TSw+V/e9SaK29/7j7QiV984AjiKRE/+8R5LGe316PGU3l8Z2wB9x/ts4XZ3PGBEMYXsk0V0HaCdkiwY2Em4ndB4EiNTh4omeNudzBaL9GL27jQth0DHV64HRyuza8iI8pYyBRxwGZdGUZ9hiJ+SArF1LKxRuTLuSK+/OYM3j3SbZoPxoePlopQr00s76gI9fSFBHJFBY/cpY9vip68/WAXBB1leFNLOUQCLtt36PvCnhoJ3k7iweWyJERrbrAJKIZZ7O/yQuCIab57f/PyBAIuAQ8b7F/X5Xfh0Y8dQ9jrwC89dQFX51gRSmMlL2F+tdA2/k8aa557IniOIF/YWZOqIKl107rH5jNw8pztmjvtgijLtpt+0ujwOTdxiLaeo7EQbiSzDYdF7QZsV4BiWMsd+zrw2Y8ewfxKqQi1mCls+fFffH0aAsfhwdutjQHXOFGW0BhtPhlP5eHkOV29C/SC5wj6QhuT8ASebDuuXFRU0KoVOlF+jZgNC23bwXMEQxE/rs1lMFE2IN9vYzNjxhpmGZH/0/emIKsU/+bt+w19n/V8+Ggffuq9w5Ui1HaTiRoFWcFTb8Zxx2C48j2yEz6XgLv2d+Cl6wu6+MlMLts7AU+jP+zBUrZYCcAgaEzuXI2kqCAgSKTyIAB6W0wFYzAaxcFz2NflNUX2fDGexuuTy3jkrgFTCsvdfhceffgYAm4Bv/TUBVPDLezM2qSP/e4jW6E1fRPpfFnuvLMDuygpFauJasYXsjjQzawadkK2IKPT50LI4lTezfA4efjd9pThjcaCoMCekguzAhRjA8cHwviVB0exlC3iZ584j+Rq/SLUYqaAb16ZxweO9KDDa49CzEhPAB4Hj7NTxsrwEmkRfSF33Q6KHdCS8Kpx8Ny246eSvHECiiNANGAPo+NmGSlLucaTLAGvnYiFPfA4eFw3UBIymxbxzMVZfPBIjyUF1g8d7cVP31suQn2tsSLUc5fnkcpL+ORd+vum6MWpkQgWs8WWN1KKSjG9lLe1AblGrOpQpCE3OQElSqUEvERaRCTgqgmCYDCMZihSMiLXy7+tHpRS/M3LE+jwOky1bIgEXPj1h4/B5xTwi09eqKS/7WUqBuRtZrYddAvwuXjE0+KOp00BQCwnjlZDKcV4MoND3e1VlLMLeUmxvcrArjK8wz0BCBzBhT3kA8V2OIy6jMZC+NWHRrGSl/CZL52ra0755TdnoFKKj9skBhwoTb0c7TfeByqeyttaIhELe5BI52umEBw8h2xh68p/QVLBVVkzxlN59ATdFU+odmMkGkBRUXH6WhJeJ4+ITRLDGFvDEYJDER/GDOxWf+HVCXA6RoDvhPtGS0WoMxPLeHSbSShFpfjS69O4pSeAo/0hE6+yOb7vQAecPIfT11qT4SVXCygqKgbbYGqxIgtJr90nm/Uv0zryWnODwTCToYgfq6K8acNRD96YTOFifAWfunsQboe5gTXRoBuPPnwMbgePX3jyAm4smON3ZVfGkxlEAi7DPLiMghCCvpCnYjFBQHbkpViQFAhc7b52bqWAbFFpu6kwO5Arygh7HQh57f37ZFcZntvBYyTq31Opne15qmSYwq29QXzuoaPIFRV85kvnazyFVvISnrk4i3cfjqDHZlKBEwNhxNOiYRspRaXlQ4J9O/P9YQ8khWKh6nvAc6Ub9VbdomxRhsCvFaAS6bytv87t0IzIL8+uYn+nF8SmE2uMjQxHStNrO+lubseNhSxeeCuJB4/H0GVxUfK+0V78x/cN443JZTz69KVNi1CnryUxv1rAJ+8esPXvsdcp4O4DHXhpbKGln53m/7WvDSR42hqp3SNLiaPNfe15SSlPQLX3mstoT4YrRuTGFP0ppfibVyYQDbjwwdFeQ95jO3pDbjz68FE4eQ6/8OXzmFjcu0Wosf/F3psGN5Ked57/NzNxXwkSBEkQAKuKrK67WKxutQ6rvbYl27J3d3SMbMuWbW2EIxzjnYmxd2JmbY9mv+xI4/B82NnYjT1CsTvra2xpR7Zsz2pmZ6QNj4+RWlK31dWn1d1V3VVkkVVFEgRIHHm/+yEzQZAESYDEkQk8vwpGgYkEkMk388X7/t/n+T8bNd8abedaBCgOfioBSnH621aaUWE+/bsMk7pm4rwPoukiQe9Ww7s+l8JbT6qePLZ+QAIUcSwXpxP4/MeuQzVM/PpXXsGqMyn46ivrUHQLn+xDCd2zctPxgbrTpyiorZoKw+LIeXiS4K7IH/SBYji+El5dM5upH5xzrJUV5Dwc6XUSM8kwEo45ftHjocHEfhazcWimhQel3huR/+7z7yIa6k8J8NPwI1ddEaqMz331dagHKvtYnOPLL66iOBHFe85NDOkoO+e5i1jRDukAACAASURBVFMo1/UzVXVpVsDzQQRUJChiIhpsTooE1n0lPFU3oeomdhSDIqCIgXMuE4XA+lcJ7/l7W3j7SRU//WxxqOmlOTmCf/bxG5AEAf/kj19t9jPjRF0z8LDc8G2kT04OY7OqNoWnbsV+y+IwLH5IgLq3WYPA4Pk0Mq9R1wwkIpJnvZ8OMiuHUfdgGt61XAqmxcemYicJUMSJXJiK4zc+fgOWxfHrX3kFbz7exb+5s4b3np/wZLWD+ckoUpFA3wSo9bL3qxS5niQHK+EBhyvdtdLQjKYxY7mho6Gbvl6NZ4w1zZrPkf+Tr3DLQ/d6Rf61tQq+8+42Pnm7gHjYO9XVfvjqDP7+D13ESytlfO6rb+wToV54t4T7pTo++XTes75zrTwzn0Y4cLY0vAelOiZiQcQ9UF21E2blcDMFTxK6E6A451BNC0+ciFUSoIhBE5JEFNJRvN2HCCjT4vjdbz3AnBzBD17K9vz9uyUnR/D5j18HGPDZP95bWB0X3vGpAbnLbCoCiwOPdhRnUbU7sV+3LLT7Fr23UUVxIoqgRFPjbmjoBhYycU9HZreSjgW9mIWHK7MJCAx4bUx8oOguIzpifjKGf/aJGxDA8I++fAe7qoFPetQIV2AMN/MpvLxS6Yuh5ppjNOvlCKiJWBDhgLDPkwSwU0OOioCyLA7V4E2/J7ccuJ8joAA7ig+gCnh+Y84xIu+lDxTnHL/9zfuYiAbxX9wcnAlup3z46jR++UMXcccRoRTdBOcc//rFVWQTIXz/xalhH2JHhAMinj03gW/c3ezaC8llZbuOoo/u2ZwcaVYNlQQBSoeVDQHbsJw7EyoAvhb9Cf+ykI3j7pPeG5H/xVsbWCnV8en3Fj1TXSyfjuLzH7sBzoHPfuXVtot1o4q7qONXAcodk66XGxAFAYre3XeMYfK2AsRdMiDvmoZmIh4MQPa491Mr0aCEWFA8FGk+bKJBCRcycby2Ph4+UCRAER1TSEfxG5+4gYlYCLeLMi7PJId9SEeylJdRqmtY7cOgYq2sICAyTMa9UfmvHYwx5FKRQyl44jGpIZppoXUBwx2QeVlo64QPLk7i5lwKi9nEsA+l7ximdeoJv9cQGMP5TKynK/Iv3N/GG+s7+NSzgzfB7ZQPXWkVoV7HXz8o428e7eITt/Oembx1wgcvTmFXMfDyaveDKc45VkoNFNL+6XtyqQjKDR11x0dP7SICyjA5GPZMzGcoAooYAgtTcZQbOko1rWfvaZgWfv9bD3A+E8P3LWZ69r69oDgRxec+dh2GZeEff+WVfVUsR5m7T2pIRwOYiHl3DHsc7ph0raJAEhjqenfpVG5/28p2TcN2XSf/py6paQYuZP0T/eSSkyOoqV5Mw0vie4+qp/I18xskQBFdkZMj+MLPPY3P/vjVYR/KsSw5PlAvr/Q+DW+90sBMKuL5VJicHDm0qieJwpGdrm5a+6rmrZUbEBiQTfi7ctz5TByf//gNRILeFBx6hW5aKDd0lBv6sT5ffmIxG8e9HhmRW5zjd775LmZTYfzwlemzH1wf+dCVafzKhy/i5dUK/ulXX4ccCeDDV4afutINTxfTiAZF/NXb3afhbVY1NHTTFxXwXOacVfm1sl0evNGFAKVb9v26Xm440auj3Vf1i3JDw1ZNRamuoVSzH2/XVWzV7J9STUOloaOqGKhrBhTdPLEwxzjhmlL30gfq6288waMdBT/3vnlPjpnmJ2P43MduQDMt/OOvvNqMQhxl7m5UfRv9BADJSADxkIS1cgOSyNBQuxvv6JZ1KALq7qa/o8KGgaKbiIdEpH0U/eTi1TS8a3MpaKY1FlU6/WGuQHiKYRpIdsp0MoRsIoQ7qxX85zdzPX3v9YrSNPn2Mjk5gm/c3YRuWs02C4gMNfWICKgDosV6RcF0MtxMySO8i25aqDR03MynwADcWa0gEZYQkvw9kV2YikMzLKxu18/sN/fnb27g3a06/tsfveSLa/qHLk+DMYb/8etv4hO353zXlkFJwHvPT+Ab9zbxSz+w0NX3hmsMXPBBBTwX13fvYbmBxWwcpsVhtjG6bYebEmJXV/X+d4sXMS0Oy+J434VJiAJr/v0N53/T4jBMC6phQTctaIYF1bRgGBY004LhiFAMDBx2hIQ7QWFgEAUGkTEIgh2dKQqs+f+ocCETB4MtUDx7/uzFDjTDwhe/8wCXZxJ4Zj599gPsE+czMXzuo9fx2T9+FZ/9yiv4jY/fQPaI6s4Wd68lDsOyrxvDtLfpltV8bDjXlP1jOfvvbXf34bAj1gVmX1cCc3/f28ZanhMEBgbnOgSzf2993nntwW3Mea1lcaxs1/G+C5OD/SP3mNlUGOsVBZIgoNalobSmWxAOxEC5oitFQHWGxTl2FR1LBdl30U/A/jQ8L42trs7amUXjYEROAhQxkjDGsJSX8Y17mx1PAjrB4hyPKgpuF707mHKZk8OwOPB4R0HemchJgoCqqrfdXz3wpbxWaTQnVYR30QwLO4otPk3G7Wi128U0XlrZBufwdTSFayD/9pPqmQQo3bTwe8/fx4Up76WBHMcPXsridjGNpIfM0rvhuYtT+LPvbeCllXJX1fseOKbAfoqActPm3KhTBgbdtCAKJ99/hmmb4j6qKHjawxN1L7Oj6ChORpv9XbfdHucHxKoDwpXmiFaaI1jp7v8mR1AUkPRJBajjiARFzKUjPSv88G9fXcdWTcM/+OGnPD9JvTAVxz/96HX8kz95BX//i99FLCQ1BSNbXNq7HkYB97vVr+TkCN5Y34EosGYUY6fjfMUwD1fA26hiNhVGNOjP79pBwjnHVk1FcTLm2zROAJiVI7j7pOopASoVCaA4EcX3HvW+GITXoDuNGFlu5lP42huP8c5mrWdftltVDZpp+cKYu5knX94ToESBwbD4vqgol5rjXQLYXzDrZaWpxhPexBWflvIpTMT3UiVT0QCW59O486AMi3PfDqrm5AjCAQFvb1TxoTOkzf371x7hya6Kv/sDi55MAzkOv5Q2bsetgoxYSMRfvrXRlQC1UqojFQn46txDkohMPNQsUsFh97OdCMAN3YRucpTqGkVAnQLT4uCcn8m8nTGGgMi6Fq4U3cSrqxXsKDqSYf9cr0exMBXHa2tnN8FtaCa+/OIqlvIp3HQsEbzOYjaOz330Bv7NnTUAgCgySAJDQBQgCvZjSWCQRMH5n0ES7OcCIoMoCM7+zmPRfc3+x6LIEBDs6DnGGCxuFyGwOHd+7DGYZQEW7Mi+vedx9P4t2/btb9kRlpZlPxcQha76Yy+SS4Xxl29tQDetrsR+4CgBqtZMQSWOxhafNOTTESxMxTwvLB9HOhqEF/Xkz7x/fp8dyqjiz1kJQXSA6wN1Z7XcMwFq3QcV8Fzc6KWDPlAMaCtA1TUTkmBvKzd0NHTTF+c5rqiGiV3FwK2CjHSbVahk2BahXlrZRk01EPNJOftWRIHhfCZ+pkp4Dc3El76zghtzKSwX/TERGhUCooD3X5jEf3p7C5phdVzeeqVU95UBuUtODmO9bHvIMDAYZmeDSEW3sFlVAdirskR3HIx+GiThgIgbhRRefVhBua5Bjvo3IgCwfaD+/M2NM5/Ln768hkpDx8+971zvDm4ALGbj+G9++KlhHwZxArNyBBa3o0ajIbFjsR+w+9tWAaqqGni0o+BHrnrbG9ILbNU0zKTCWJxK+Fp8AoBYSEI0KHY1NhkE7zk3gXKjd4UgvIp3/uIE0WPSsSAKE1Hc6aER+VrZLZPt/VXqZCSAREg6VAkPOOz3BAANzUDAiYBqVsCjyZAnccWn5WJ78cklHpJwu5gGB0dV8V7Fj05YnIqdyYj8T+88RLmh4+ffP+/7AZMfeW5xCg3dxIsPtjvan3OOle2Gr9LvXHKpvcIPHLxpLn4Sim5ic9cWoGaO8J4h2tOL6KezEpJE3MzLSEQC2KqpQzuOXuCaMJ/FiLyqGPjKX6/ivecncGlm9KvPEoNnrxKe3d/qHYr9AKDqJqQWAeodJ+X0AhmQH0uppiKbCOGp6QSEEfG+y8mRrj3EiN5AAhQx0izlU3htfadnJS3XKw0ERIaMTyrD5eRI8wvaheOwAGVZHIphNc2Z130ktI0bqmGiqtriUycr1NGghOViGoJgRwr4jcVsHKpjRN4tlYaOP/ruQ7zvwgQuz1A66TC4mU8hEZbwV29tdLR/ua6jqhoo+lGAksPYVQ3sKjpExqBonVXCa+gmHjsCFPW53THM6KdWAqKA67kkJuNBX4tQF5oC1OmjTv/ou6uoayY+/d75Xh0WQezDtcFYLyvNqP5O4JxDM/dHQN3dJAPykyjVVMjRIC7PJkeq8MJELAjLi3l4YwAJUMRIs5SXoRkW/qZHFQXWKg3MJMO+8ZHJyeFDKXiSIKB+YGKkOSa4LmuVBkSBYZpW4z2FopuoaSaWC+mu0iPCARG3ijJCkoCKz0J7z7Ii/+UXV6HoJn6WJkJDQxIFfGAhg2+/W4KinyzI+NGA3GUv7dmuzqS0iTRth2aYeLyjIBUJ+DJVdlh4IfqpFUkUcHU2hWwihK2aCu5DH494SMJsKnxqAWq7ruFP76zhuYsZnM/QhJ7oD4lwAPGQ5IxVBTQ6FPt10/bHao2GvrdRxUQsiLTP02f7RbmhIRkJ4GputMQnwE7DizhpeMRgIQGKGGmuz6UgMODl1d6k4a2XFc8MdjshJ0ewWdX2TfwCIkNN3R9yqjvlgF3WKgqmE6GR+7LxM4puoq6buJWXkYp2b3brpolEgyK26/4RofLpKIKS0PWEaGNXxVdfWcMPXsqeqYIecXaeu5iBolt44f7JaXgrJVuAKqZ9KEC1pIWIAutoUmSYVtPLhKKfusMr0U+tiALD5ZkkZlJhbNX9KUJdmIrj7VP67n35xVXopoWfeZZEf6K/uAusksBQ1ztLozKs/YutgL24dYHE0rbsKDoiARHXcqlDvrGjAqXhDYfRvJoIwiEekrCYjePO6tmrulicY31H8UUFPJc5Z0V+vaI0twVEAY0DkQgH1f/1SoPMcD2Eopuoa7bh+GnEJ5egJOBGXkYqEkDJJ2kiosBwIRPrekL0B995AM6Bn3m22KcjIzrlei4FORroKA3vQamOeEiCfIbrfFjMpMIQGPCw3IAkMqgdRHwZFgcDsL5DAlQ3eC36qRVBYLg0nUBBjmKzqvmuotHiVBxPdlXsdpmyvbGr4t++so4PXZnGnA+LCBD+IpeKYL2iQBIZGmpnESzGgXQr1TCxul1vRloTe+wqOgIiw418ylMm3b2G0vCGw+heUQThcHNOxpuPdzsO0T2KUk2DZlieHPAeRbtKeJLAUNeMfSuzqm5BcNaFOOdYLyvI0WTIE7ji0/J8uidl6QOigGu5JDLxEDar/lihX5yK495mtWMj8pXtOv6/Nx7jx2/MIktppENHFBi+byGD79zfPrEfXinVUZiI+tIwPiAKmEqEsO6syivGyd85umlBNSxs7qq++m4ZNl6MfmqFMYaFbBznMlFsVdVTF1EYBm45+ntdpj1/6TsPAACfek+h58dEEAeZTYWxsavCstBRXwsAhsn3Rfvf36rD4nvXPGFTVQ0IAsPNvIyQ5M0+tldEgyIiQbFnXsFEZ5AARYw8SwUZpsXx2trZoqDWfVgZzl1RbxWgGGOwuO375FLTDEhOBbxyXUdDN311nqOKopto6Lb4lAz3LiJEEgVcnnXSRGqa50WohWwcim4d8jM7it97/j5CkoiffIYmQl7huYsZaIaFb79bOna/le0Gij6OnrAr4SnNftY4YVBrmNwWgkEG5J3i5einVhhjuDAVx2I2jq2af0Qo14j87S7SntfKDXztjcf4yPUZZBN0HRP9JydHwAFsVFXoptXR/WUc8Du9SxXwDlHXDFicYykve1bg7yWMMTsNT6U0vEFCAhQx8lyZTSAgsjOn4a1V/FcZLhqUMBEN4mGbiXtr2dq6ZkIS7O7ArZrn9cH9qNPQTCi6iVvF3opPLqKTJjKXDmOzpno6TWSxiwnRm4938Y27W/j48lxPIsaI3nBlNomJWBB/eUwaXqWho9LQkfehAbmLW3mUczu17mDKx0F0y8LjHbX5WuJkvB79dJDiZAyXZ5Io1dUTBUkvkIoEMJUIdeW79/vffgBJFPCTT5PoTwyGXNNiogEG1lEES0M3IQp7U9+7GzXEQxKyPqls3W8amgnNtHCrICMS9Ef/2gvSsSBMD4+BRxESoIiRJySJuDKTPLMR+XrFTqvIxP31RTUrh5viWSutvk8NzUDAiYBaL9v7+snratRoaCZUw8StotwX8clFEBguZhMoTsSw5WERqjBhG5F34gP1O998F8mwhI/eyvX/wIiOERjDBxczePH+9pErjX42IHfJyWHUNROVhg6O/ZGm7VA0Exu7tgA1Q+miJ+KX6KeDzKUjuDabwnZd80Wqx+JUHHc79N27v1XDX7y5gb91M4d0jCqJEYOhWfSh3AAY7+i+UnRrX3GdextVXMjEfJny3WsU3YRi2F6j41aNNRYUEQ5QGt4gIQGKGAtuFmTc26yh0ujOVLOVtbKCmVTYd5Xh5uTIodQlgTFoTs68ZXEohgVJ3IuAEgVGYfRDoq4ZUE1bfEr0UXxyYYxhYSqGhYx300REgeH8ZOzEFfmXVsq4s1rBT72ngGhwvAZQfuC5xQwMi+Nb72y1fX5l2xagCn6OgGpWwrOFfMM8/n5SDAsbuypiIRGJMF2zJ+G36KdWplNh3MinUGnoni/7vTAVw1pFQb2D6lC/9637iARFfOL23ACOjCBs4mEJiZCEtbICzvdH9R+FopuQnDG8YVp4d6tG6XewzdhrmoGlQnog406vwRhDLhWmNLwBQgIUMRYszaUAAK88PH0a3nql4av0O5c5OYJKQ0e1pWMVGWv+rh3IiV+rKJhOhHwntI0Cdc2AZlpYLg52EMAYw3wmhovZhGdFqMVsHPc2akdGaXHO8dvfeBdTiRB+7PrsgI+O6IRLMwlMJUL4y7c22z7/oFRHJCAiE/dvFEVr4QeGkz2gGpqJJ7sKZlMRWoU/Ab9GP7UylQhjKZ/CjqJD7dA4eRi4VcHunmBE/ubjXTx/r4SPL8+N5cSVGC5uyjMDOopeUXWzObZd3W5AN/nYG5DrpoVdxamyPMa2BRPxEKXhDRASoIix4OJ0ApGAiDsrp0vD45xjraI0V7f9xGybSngBUUBNtQe/umntqwqyXm6QF8kQqGsGdEd8ig8p/LkwEcXV2SS2aqrnQpEXp+Jo6OaRRuTfuLuFtzeq+PSzRQRE+mrzIsxJw/vuSrltiffV7QYKE/4WYrKJEARm97eiIEDRjxcZVN3Eox2qOtoJfo5+amUiHsLtYho11Tjx+hgWC1lXgDo+6vR3n7+PZFjC31qilGdi8MzKYaxXFIiC0FGla8XYE6DubZIBuW5aKDc03MynIEf9u/DTC2JBEWGJ0vAGBY3SibFAFBiuz53eB6pU06AZVlPM8RNzbQQoSWRoOAPf1lQAW2jzZ6SXn6lrBnRruOKTy6wcwY25FMoNb3mVuBOidj5QpsXxu8/fR2Eiih+4lB30oRFd8NxiBqbF8c17h9PwHpTqKPjY/wmwK0xOJ23fPVFgaOjH30NVTcfGrurrqJ5BMArRT62kogEsz6eh6GZHaW6DJh0NYiIWPFaAeuVhBS+tlPETT1PKMzEccqkINndVWBZHXT/+PjJMCxa3LSgAO7ovKAnNMfK4YZgWyg0d13MpTPrM27YfMMYwS2l4A4MEKGJsWMrLWKsoTcPXbvBjBTyXmWQYDIcjoBTdhGVxaIYFwUnCK9d1KLpFEVADpCk+FdKeMX7MJsO4OWd7lXglTaSQjiAgsrYToq+/8RgPyw38/PvmKXXU4yxm45hJhg+l4VVVA6WahqKP/Z9cXN89SWBoHDMpMi2OjV0NFvfnd8sgGZXop1aSYVuE0i3Lk5OehanYkUbknNui/0QsiB+7MTPgIyMIm9lUGBzAVk1FQz1e7DcsDtZiOHF3o4rzk7GxHDOYFkepoeHKTAJZKn7RZCIe9KQFxSjiKQGKMfYlxthLzs+7jLGXnO3nGGONluf+95bXPM0Ye4Ux9jZj7H9ifo7dJ/rKzbwMALhziiio9Yot3vhRmAlKAqYSITws76+Ex2D7P9U0A5JTAW/NPc8RWWX2OjXVgGFxT4lPLplEGMtFGVWPpIlIooDzmdihCCjVMPEH336AS9MJvPf8xJCOjugUxhieu5jBy6vlfUUhVkv+NyB3yckRrFcaEJhddekodNPCkx17QcSP0bWDYtSin1qJhyTcLqYBcFQVb4lQC1NxrG432vb/Lz7YxhvrO/jUewoISaMjChL+wh2TP9lVoZywWGbbTdjigsU53tms4cIY+j+ZFkepruLSdIK+dw4QD0kIBQRPRf+PKp4SoDjnP8U5v8U5vwXgDwH8UcvTd93nOOd/p2X7/wbgFwFcdH4+MrgjJvzE/GQUqUjgVALUWlmBJDBM+TRMtV0lPLdEeE01IQlOBTxnn1mZVkT6TU01YIFjuejdkrdyNIjlYhoN3ejIX6HfLEzFcfeAEflXX17HVk3DZz5wztfeQePEcxczsDjwjbt7UVAPRqACnksuFYaiW9hRdGiGCX6EsaluWni840TX0ir0kYxi9FMr0aCEW8U0BME+V6+wmI2DA3hnc78RueVEP00nQ/jwlenhHBxBYG+x9FFFgW5ax0avGCZvxj893lFQ18ym2f64YHFbfFrIxJH3ebp7P7Cr4UVQ82Ba9KjhKQHKxYli+kkAf3DCfrMAkpzzb3J7hPc7AD42gEMkfIjAGG7mU3h5pXLkhOAo1isNTCfDvg3VdSuFHDxvzbDQ0E0EnAiodce3JJugyVA/qTri062C7HnvjFQkgOViGpo5fK+SxaxtRL7uRPNVVQP/+sVV3C6mccOpdEl4n3OTMczJEfxVSxreSqmOoCQgm/CnyN+Ku6q8XlHBwWAcMSkyTI4nuyrCAQFydHyrDx3HKEc/tRIOiLhVlBGSBFQa2rAPB0BrJbz9UaffvLuFexs1/Myz81TwgRgq8bCERFjCWkUBAzs2ckW39gruuNUdx0mA4pxjq6bh3GQMxUkSn45iIh6EaVIaXr/x6jfHcwAec87fatl2njH2XcbYnzPGnnO2zQFYbdln1dlGEG1Zysso1TWsHlFJ6yjWK4qvPTpycgR1zUS5JeVFAENDM6HoJiRxLwJqxsdCmx+oqgYAO+3O6+KTSyJsi1CGxZ3jHw6LzmDxbWdC9JXvPkRVNfDz758f2jER3cMYwwcvZvDqWgXbNXuy/aDUQCEdaRrE+plca+EHzmEcMZjVLTsCajbl78p//WTUo59aCUkibuZlRIMituvDF6EmY0GkIoF9ac+mxfGvvmUXfPjPnpoa4tERhE0uZac8c/BjBShVt5rfL/c2qhAFhvkxEWI459iqqyimIzifidH3zTFQGt5gGLgAxRj7OmPs1TY/H23Z7aexP/ppHUCRc74M4B8A+H3GWBJAuzvoSNmSMfaLjLEXGGMvbGxs9OJ0CJ+x5PhAvbzSeRoe5xzrlYYv/Z9cck5K3UEj8nJd23cTrflcaPM6VcUAA8etQhqRoL8mVDHHq4QxYKcxnDSR4kQUAZHh7SdVbNc0/MlLD/H9FzNjtYo5Kjy3aKfh/ScnDW9l2/8V8Fym4iFIAmt6B+pW+4Gsqlt4sqtSn3sE4xL91EpQEnAjLyMVCaBU675gSi9hjDlpz3sC1J+/+QQr2w18+tkiLVQRnmBWDmPNiYrWj4lcUXQTkrBXAc8ubOLVOIzeslXTMJuK4MJUnMSnE7Cr4UWGutg6Dgz8zuOcf5hzfr3Nz58AAGNMAvAJAF9qeY3KOd9yHr8I4C6Ap2BHPOVb3j4PYO2Yz/4C5/wZzvkzU1O0cjOOTCdDyCZCuLNa6fg1225lOB9PEuZaV+QdJJGhpplNxXYUhDYvU1UMMAG4VfSf+OQSCYq4VZARlNhQvEokUcC5yRjublTxpRdWYFgcn34vRT/5kfnJGIoTUfzlW5uoawY2dtWR8H8CAFFgmEnZkyIOQDfaC1A11T7vcRJYumGcop9aCYgCruWSyMRD2KyqXVsG9JKFqRgelOrQDAu6aeFffesBFqZi+MDC5NCOiSBayaUi2Kyq0J1r9ChUw4IoMHDOcW+jOjYLV1s1FdPJEJ7KJiCQaNwRk1QNr+94Ufr9MIC/4Zw3U+sYY1OMMdF5fAG22fg9zvk6gF3G2Psc36ifB/Anwzhowh8wxrCUl/Hyw3LHnUvTmNvHk4RsIgxJYPsq4QXE/SGmoyC0eZVdRbfFp4Ls+8lUOCDiZkFGOGBH0A2axWwcbz7exf/72iP8yNVpEkx9zHMXM3h9fQd3nIjUURGgAHtStFZugAFHTooelhswLE4RUG0Yx+inViRRwOXZJGZSYWzVtKGJUAtTcVgceHerhq+9/hhPdlX87PvmKYqC8AzuGGCzqh1bLMWOgBJQqmkoN3RcGAMBaqumYjIexKWZJIlPXUBpeP3HiwLUp3DYfPz7AbzMGLsD4MsA/g7nvOQ890sA/g8Ab8OOjPp3gzpQwp/czKdQU81DlV2Owk2j8HNlOFFgmE6G90VAiYJtjsvgGpD7X2jzIruKDlFgIyE+ubheJYlIAFsDThNZmIo3VzI/9Z7iQD+b6C3PLdqRyF/8zgoAoDgiKXiAnfa8XlHAGIOitx/E3t+yK/+R6H+YcY1+akUUGC5NJzCXtkUoawgi1ELWnqS/vr6DL72wgquzSTxdTA/8OAjiKNz+c7Oqoq4fnTal6Pa44d6ma0AeG8jxDYtyXYMcDeLKTJLSZbvETsMLo0ZpeH3Dcw64nPP/qs22PwTwh0fs/wKA630+LOIAbm6swAAGBsbswRKDfeMKDJ5dIXN9oO6slrGYPXkFZBCV4UzLNk/s52B7To7sE6AAwDAtxBwjLQGJSQAAIABJREFUbPc5iijpHTsNHZLIsDRC4pNLQBRwPZfEG492sLmrICTZ5+cKmgf+Q2t34O5zsItg7ITnsTdo/C9vzmIiFuzFqRBDYi4dwYVMDPc2a5CctLVRISdHoJkWdho6FL39qvzKti1AzVKfu49xj35qRRAYLmYTEAUB97dqmIyFBmrUP50IIR6S8MVvP0BNM/GPfuSSZ8d2xHji9p9PdhU01PZiv2VxGJYjQDmeZuczoytAVRoaoiER13LJZpEhojsm46HmIhHRezwnQBHehnOOUl1DOhpEJCjCMC3oJofJud3BmxYMCzCdcqcMcP53H7W8V8tjV8QSWsQrV9wKSkJP1ft0LIjiRBR3Vsr427fzJ+6/Vm5gOhHq2wqCaXGU6iqCTkpcItyfctw5OYyXVsqwOG8OYKMBqSmMrJUVSALDVJ/LoBumNRZfiDuKjoDEcDM/euKTiyQKuDqbwsNwHZppwV2g5wA4t/sL+5+9kXPnOTjPNffne89Z+7dZTqqsO6ycSYXxqx+5hPOZGEyL08qez/ngxQzubdaQT0dGqi1dIf/Jjoq59GEhxbQ41isKAiIjIfUAFP20H8YYLmRikBjD3c0qJqL9G4+0++yFqRjurFawXJBxfS41kM8liE6JhyQkwxIe7ahQjPZif2shiLsbNeRSYd9UIe6WXUVHWBJxY04eG5P1fpAISQiIwtjMWQbNaN59RF/gnGOzpiInRzoys7MsDotzWBzO/3uPuQVbtHJ/LA7DsstVG5YF0xGxdJOjVNOQCEvNCItecDOfwn94/TF00zqxg16vKH2LCnLFp8WpOLLJMO6slLGj6Ej2QYRyV+Q3q2ozmisZ2fuc9UoD08lwXwe2brpWSBQRD49u91NpaAgHRNzIp3p63XoRUWAoTg52JfH9CxmslOp46/EuJuODjQggestzi1P4nW/eHyn/J8D2gAKAx7tK2wgo3bTwZEfBTCpC128LFP3UHsYY5jMxCALDW092kY4EBzYpWswmcGe1gp99HxV8ILxJTo7gcUWBblptF6YMkzejse9uVPHUdGLwBzkAqooBUWC4nk8hKJFochYYY8jJYayWGpCjtEjUa0Z3Bkj0FFd8yqcjWJzqrJKCIDAIOPvAulLX8dLKNiwLPasetpSX8f+8vI6/ebSLG8es6HHOsVZp4Fou2ZPPbaVVfHIn8EsFGa+uVvoiQu1VwlPaphOuVZS+meFyzrFV0zCdDGF+MoZXH/bnHL3Adl1DPCTi+pxMA4A+UpiIwrAsvLNRRyYepLSQHmCYFkp1DZLIMBHtbySky0wqjJ95ttiXPnaYTMaDCIoCHlUUJzqQ77tGDYsfGR3VS3YUHZxzpCL+GEBT9NPxFCaikASGt59UYbZ4QrEDQeZu5DlzIlAPRZw7r2m1THC3CWwvIh0APrqUw818amQn7YT/mU2F8crDChgYdNOCKOzvPwzTvgOqioEnuyo+cn1mGIfZV2qqAc44lgpp6j97BKXh9Q8SoIgTsTjHVlVDcSKKhWx84BO9VDSA2/Np3Fkpg2u8J2Gz1+dSEBjw8mr5WAGq7FSG6/VqrCs+Xcwm9q38hwMibhRSeGW1gnJDg9zDSUOuKUA1cKsg73uOc471SuPYv8VpccWnmVQYl6Zt8fJWUcYrDytNk8RRYaumQo4GcS2XpNDnAXBuMgbT5Fgp1zEZDZEIdQZMi6PU0HB5JoFSXUOpqmIiNhgR6qefHayZvJtKLjCGdJ/6H8ExMV2vKOAc0E2OoLR3feqGiSe7Kp451z9D50pDQyQoQmAM207qvJeh6KfOmJUjmJUjzTTmfdHl3E5fbo02dyPNOfb2MZxIEdMCTG7B4mhGn1tWi62CxSGKDOcz0ZH7viZGh5wcwZ99bwOKYbT1U9UdW5C7m7b/08KIVcCrawYMbuF2kcSnXkJpeP2DBCjiWCzOsVVTcS4Tw/lMbGgTvEQ4gOViGndWy9hV9DP7JMVDEhazcdxZreDT7z16v7VK7425jxKfXNwKY68+LPd00jARCyIkCXh4wIgcALYdoa3X1ZiOipwLSSKW8jJeX9tBqa4OLNqin7jlbq/MkOnjoGCMYSEbh8E51ssKMnH/X0fDwO2T7IpbUcykInh9vYKtqorJAYlQg6K1T2poFkq1/gltOTmCle06GOzJfbCl8PB6RYVm9n5xw8UVn27MyWAMdl/bx3PtBRT91B3MjVTqQaT5SeimhVdWyz1fGCMGiyu+cw5MxkYncthNed7YVaGbh6tF6oYFhj0D8lESoBTdhGZYWJ5Pj6yv1bBw0/De3azT+LLH0CyJOBLT4tiqqrgwZPHJJRaScLuYhiQy7Cj6md/v5pyMNx/voqG1Ny0EgPWyAgA9S007SXxyCUoCbuRlJCMBlHpU5t5dkT9YCQ/Yq4DXy2pMFufYrGooTsRwsY1nWEAUcC2XRCYWwmZVBR9CielewDnHZlXFVDyEq7MpEp8GDGMMT2UTyCZCPbtXxgmLc2zXVSxk4sin7T5JFBiuzqYwFQ81fdtGAYtzbNY0FNNRXMwm7P4n3r/+JyeH8aiiwLL4oUnRO85KfD/SnncU3Y6mddKA3b5WjgY9e49Q9JO3CYgCrs/JiATEnoy/iMGz5+MaRmEiis2a5ttx10HcfvTxjgrDPFwJr6GbTgW8GiZjQaQio2H/0NBMKLqJW0UZ8RCJT/2gOBFDJhFEqe7N706/QjMloi1Nf6JsHOcyg0+7O4pwQHRK2gvYrmtneq+lggzT4nhtrXLkPmuVBgQGZHtQGa5T8cnFLXPfy0nDnBxpL0D1ONLLFS/PT0WxMHW0eCmJAq7MJjErh7FV958I1ZpeeGU2OVJVvPyEIDBcnrXvlbP2C+OEe/3OT8ZQnNzfJ4nO33RURKh2qeSSKODybBIzqTC2+jAZm01FYFi26HVwUnRvs2bv0+MCFzuKjpAk4MYBE1rJEaEm4kFPtidFP3mfoHNdhUQBuyRC+YqD4vvCVAzFdGRkRCh37Lqxq6LeZlFZMUxIAsPdjerIRD81NBOqYYtP/aqeTdhjoSszScgRGl/2EhKgiEOYFsdWXcVT04mBV7fqBDdFLXXG6KArswkERIY7q0cLUOsVBdPJ8JmjWroVn1zcScNkPIjNmnKmYwDsL+lHO8qhydB6WYEkMEz1IMS0Vbw834F4KQgMl6YTKKRj2KppsHwyGHJXE+fSe95WxPAQBYaruSTiIRGVBg0SToJzu58vpiNHRri6IlQ2YUcJ+ZW9VPLDgrjo9D9z6TA2a2pP+x+38MPjHQWasb/PXdmqQ2S96XNdWsWndtU3JVHwZGQbRT/5h5Ak4no+BVFgqCrGsA+H6ACL29Wk5yf3xHc3fd0Wofy3+HeQWEhCKhLAk10Vdf3wdanoFgzTwsNyAxemvDev6RYSnwaLJArN8WWZxpc9gQQoYh+GaWGrpuLqTLKZjuFF7HDw1JnSJ0KSiCszSby8Wj5yn7VK48yD4tOKTy52lFAK04nwmVNFcnIEFgee7O6ffKxVGphOhs8cwXNa8ZIxhoWpGC5kYtiqqTAtbw+GTkovJIaDmyYSlihN5CRKdQ2zqciJhSVEgeHyTBLTSX+mynaSSi4IDBezCcxP2v1Pr0Qod1X+ya6Khr5/VX5lu4FsMtSzqMkdRUdIPFp8cjkoKnqhPSn6yV+4keiMcVRVEqG8jCu+z09GceFA/7cnQkVHQoSaTYXxeEeBoh9OwVN1E6vbDVgcuODzCCgSn4YDpSH3FhKgiCa6aWG7ruHabLLnaQH9QBQYrswmkZNPv3J9syDj3mYNlcbhzoQ7xsY5+fQeHWcVn1zcSeBZU0XcFfmDRuRr5caZvUjOKl4yxjCfieHSdBJbtfZ5/F6g0/RCYjgEJQHX8ylItEJ/JJs1BdlECE9lEx1dv0JL/2Mb2PpjomJaHKWaioWpk1PJGWO4kIlhIRPvmQiejgYQCYjY2FWhGPsFqPUeLG64NMWnwvHik4voofak6Cd/YotQaVico65RP+tFOhHfXREqPwKRULlUBI8qyiFfV845NNPCu1t22vOCjyOgGpoJ1STxaVi4acgBkVEa8hkhAYoAYItP5bqG63MpzPhAfHIRBIanpvdWrrudNCzNpQAArzw8nIZXbuho6OapB8a2+KSdWXxycVPVcmfwS3JX5Ft9oDjnWK8oZ/J/csXL67nUmcXLuXQE13MpbDc06B4TobpNLySGQzhgp+lyRpOjg5TqKjLxEC7NJLuK3HP7n375JfWa1nt1PtPZhMMVwS9mEyjVzy5CMafww6PK/lV507TwaOdsixsu3YpPLl5pT4p+8i+RoIhbBRm6aVE/6zG68XFlzI4AzacjvvTidMnJdl9WVfV9fbdhcXBu++4lQlJP054HSVN8KpD4NExcGxhBYBQBegZIgCKgGRYqDR038ylkk72vyNNv3JXrxanuV64vTicQCYi4s3I4DW+9Ynsu5U4RGWRadtjzxWy8J+KTiyu4FWS7gkm3UV/JsIRYSNwXAVWqaVAN69QClHv93MinMN2jik7TqTCW8jIqDR2KfnSVwkHidW80Yj+RoIilvD05Oq7S5ThRrmtIRYK4MnM6w3xBsCsOulGnXp2o7PW/p7tXCxNRXJlJolQ/uwg+6/jutfZjT6oqFN06c9TPrqIjIDJcPyHt7ijc9pxLD6cIBEU/+Z9YSMKtYhqaYXnmu3rcOU3/54pQc7J/I6HcMezm7v5+2zA5GIB7GzVc8GnUel0zoJomlotpEp88QDhgjy85aJHztJAANeaohokdxRafMgn/iU8ujDEUJ2O4OtvdpEEUGK7PtfeBWi+frjKc++X/1HRvIp8O4oZMz09GUepShGKMHaqEt+YIbadJwWu9fqZ6fP1MxkO4XUyjoRtDFxD84o1G7CcWkrBUkKEYxthPjioNDdGQiGu55JmKKrh+SV5dLXeF4kszZ+t/Z+UIrueSKJ8xEjPn+JLUNQOWszhyb6PWfO607Co6JJHhZl4+U/RQsz3lwfvAUPTTaBAPSbhVlNHQqZ8dNm7k02n6P8YYFqcSvk3Hc4Xs9UpjX5+tWxYMy07B86P/U10zoJkWlotpxEPSsA+HcGhd5CQRqntIgBpjFN1EVTWwXJQx6dOQ1IO4k4ZKQz9UdegolvIy1ioKNg4ZcysQGJBNdP63ccWns05+TsKN+jqXiWKr2l3UVy4VaYpOgP1lDXQvtA3i+klFA1gupqGZJmpDCnXtZXohMXgS4QCWCmnUNKPjPmHU2FF0hCURN+ZkBM5Y0RPYEy28tlpumBa26iquTPdGKM4mw7g5l0KloUM1Tjexdgs/bO5q0C37+ntn0xagThv5s9PojfjkwhjDYjaO4kTsVJG1p4Gin0YLt5+t6+ap7xXibLj93+Uz9H+CYItQOTnii1TrVtyU5sc7KnSzJQXP5HhYVmBYHAs+E6BIfPI2FAF6ekiAGlMU3URNM7BcSEOOBod9OD0lmwxjKZ/CrtpZ+tZSXgYA3DkQBbXuVIbrNFqgVXwaRJQMYwznM3EsTMW78ivJyRFs7KrNQeJaWYEkdFcOvKGZqGsGlov9v34S4QBuz6cB8IGb/vUjvZAYPKlIAEt5GTuK7jlfsX5TVQxIgp2mFZR695XvpmzYFZSGP1ExTAuluoZrM0nk0r0TNTKJMJaLMqrq6aI7mpXwdhQYzqTo/lYNjAHZZPfCfa8inw7iViI9d4rI2tNA0U+jh93PprCrjK/YPyzc/u9qD/o/NzV3VvaH359LNChBjgTwZFfZV8TGMC3c36oDAC74yIC8rhnQSXzyPPGQhKWibKdJkvjeMSRAjSENzURDN3B7Po1UdDRziSfiISwX01B088TQyOJkFKlI4JAA1U1luEGLT624prmd+l+5E6JHThTUWtkW2jr1hHFz0W/Pp5GKDOb6iQbtVYaAyFBpaAP5zH6mFxKDJx0L4vpcEuW65tkKi72mphoA41gq9FascNkr4x0ZWORMO1qjFPtRREOOBrF8ynRgN83u8T4Bqo7JWLDraLRdRYcosL6253knsrZ0ysqynUDRT6OLHA1iKZ8aS7F/WPQjStuvItRsKozHOyrqLf20optYKdURkgTkfNLnuOLTLRKffEEyHMCtQhpVlcT3TiEBasxoNbJLjriRXSoSwPJ8GrplHVupQGAMN/MpvLxSaX7JupXhOhkgD1N8cilMRHF5Jomtunri5HrOGaC4RuTrlUbH1ZhqqgHdsoZihOiWfY4GRWzX+ytC2RGC5kilpxLAVCJs+8Q1tDNXOPM6dc2Awa2+iRUuTRFqIoqt6uBFqNYKrv2MUkxF9tKBu/F7SEUCiAVFrO+ozRS8B6U6Zros+LGr6BD6KD65MMZwbjKGC5l41+ndnULRT6PNRDyEG3Nn908jTqaf/Z8rQs2kwijV/SFCzcoR23NP3+ujFcOOgLqQiZ2q+MagIfHJn6SidqT9rkrieyeQADVG1LXhiQfDIh6S8HRxAozZvhlHsZSXUaprWHVEmR3FQF0zTxRmvCA+ucylI7jqVG46ToRyz+lhudEU2jpZFaoqBixw3B7il2JQEnAjL0OOBrBVU09+wSlwIwRvFeSRS08lgBk5gkvTia7SVv2GopvQTAu3CmlEg/2/V5vpW5nBpG+56KaFckPDjQFVcE2EbRHK5Lzj8suMMczKETzZUaDpdr/8sNzATBeTxapiQBAYbvVZfHJhjGE+E8Nitrv07k6g6KfxIJMI43ouNVYRp4NmEP2fIDBcmk5gOmlHQnmdnBzBdl1Hub433q+pBu6X/GFATml3/iYdCzo+xCS+nwQJUGNCVTVgWBzLhfHr1CJBEbcKMkKSgPIR6VuuD9TLK3Yanlsl7rhBspfEJxfbhD2F7WMqAUaDEuRoAOtlBaWaBtWwTgzb3lV0MAFYHtCE9jgCooBruRSyiRA2q701QG6NEBxUeiExePLpKBYy9uR6WGlj/cJNO14qyAPt6930rfnJKLb6mL7lopu2P9vNucGmyMZCEpYL6RMXNVrJpSJ2WohuoFLXsasYHaeCVBUDTMDAxKdWipPdpXd3AkU/jQ/ZpB1xuj0GEaeDxvWnHET/54pQM6kwNqv9WfjrFW7K8/3NenPbg60aFN3yvP9Ta5BAbMzmaaNEJhHGtVwK5YZO4vsxkAA1BlQVA8yJXBnXTi0cEHHTmZCV2kTOTCdDyCZCuLNaAdBSGe6ISYIXxSeX6VQYN/KpY8Pf5+QIHpYbzWp4x5UD33FMb28VZESC3pg0iALD5Zkk5tLhnnnPuOmFt8coQnCcKU5GMT8ZQ8lH/hYnoRkWapqBW4XhpFi7ItT5TKyvHkLNyVc+hcwQ/NlaFzV2OiiMkJPD2KypqCr2Sry9rbOoU8b4UMQnl8JEFJdmEtjqQSQURT+NHzNyBJenkz0VMccdzbCa/pSD6v/2IqFCnhah3L5ltVxvXm/fe7wLAJ6ugNcUnwrjO08bJbLJMK7MJMbC7uG0kAA14uw0dAgCcKuY9ox4MCyCkoAbcylMxIPYOlA6nDGGpbyMlx+WYVoca2UFwhFVirwsPrlMJezy4TuK3tYQL5eKYK3SaEZ6HTUZqjQ0hCSh774jp8EtBX9uMnpmr5KqYoCPuUg7bjDGcCETw1zaH6kFJ6Gb9qRkKS8PtbhEvz2E3OIAtwrD9WcLB0TcKKQQDggon+BJl5Mj4Nw2H3930xag8icIUFXVFp+WCumh9735dNRJ7z7ZY/A4KPppPMmlI3hqxNOeB4Xb/w3Dn1JwFv68LEK5FhNPdlTopgXDtPDuVh2SwFCc8OZ4ncSn0WR2DOwezgIJUCPMjqIjIPXftNRPSKKAq7MpTCftFelWEepmPoWaauKdzRrWKw1MJUKHqhS54tPlmaRnxSeXTCLcLD1/sDRoTo6gXNdxd6MKSWDItBnIbNc1RIMibuZlhCRvXj+MMVyYiuPitJ0mcprJkW3uCywXh59eSAwWxhgWp+xV3X55ig0CwzGivTGXRDo2fN8y10NoYSqOUg8jH1TDRFU1sFyUPXGeIcnuHxOR4z3p3Eja+6U67m3YAtTMMf6Ctr+ULT55ZeFoVu7MY/AoKPppvClMRLHo9AejlvY8KBR9r/8blj+lIDBcckQoL35nRoMS5EgAj3cUW4CyOB5s1VGciHZddXQQkPg02uTT1O8dhffuRqIneDlyZdiITihxMR3FZkvVJtcH6s5qGWttjLlbxae5tD8G0elYELeLadQ0E4q+J0LNOZOfF+9vYyYVPlQZZKumIhkJ4EZeRlDyfjdRmIjaXhPHeF+1Y0fRERTpPhln3AH1ZDyIUt17A+qTMC2OUl3Dtdxw0tGOo5dG1s3KlIW0p4oDBEQB13P29XPUhKy18MM7WzVMRANHivpV1Y7GvOUh8cllpgOPwaOg6CeiOBnD+anYQAsVjAqut58X+j/R+c7MJrwpQtmV8FToJoduWrhfqnvS/6mu7Xnzkvg0urj93lZ1dOweeoH3Z5ZE15TrGiIej1wZNoJglw4/PxVtrtCnY0EUJ6K4s1LGermxz5jbj+KTSyoawK2CjLpmNEUoN+Xuya56SGjbqqmYjNuVHLy4YnQUs3IEN/IpVBrt0w4PUm5oCAcEJ42G7pNxRhQYrswkkYoET0yn8hJuv3R1NtnzEty9wjWyPosI5U6+bhWGm154FG5k7VGFERLhABIhCU92FLy7WTuyYlXNEZ+WPSg+uUynwrg+Z1c361SEougnwuXcZAyFiSi2Rsh7r98oul2Zd3k+7Zn+zxWhpuIhbNaUYR/OPnKpMB7vKDBMC2vlBnYVw3P+TzW3MFRRJvFpDDg3GUNxInIo82ac8c/skuiI7bqGeFjCTZ9ErgwT2zA3jsWsbbBqmBZu5lN45WEFNc3ErDOh87P45JKKBLA8n7YHMpqJmVQYbsyTe56cc2xWVUzFQ7g6m4LkI/HJZSoRxnJRRrVFbGvHdl1DPCThxhyJtISNJAq4lksiGhI7MpYeNhbnKNVVPDWdOLGK5bApTERPXU2tobVMvjxcmdItjDArh7FVPzzIzMkRPKooWNluIJs4nPJcUw1Y4J4q9nAU2WQYN08odNEKRT8RLowxLEzFUEhH2t4nxH4aTvT6cnE4hSWOQxQYLs8mkY2HPRUJlZMjKDd0bFU1vPpwBwBwwUMCVE01YHJbfCLbh/GAMTvoIZ+OkPju4L8ZJnEkpbqKVCSA63MpX0WuDJvCRBTXZuz0reu5FAxngpRLRWzxqe5v8cklGbZFKM00YVocGWcSZBvkcmzVNMykwrg8mzyUkucn5GgQy0W5GTVxkFJt7z4hkZZoJSAKTv/JsOthEcritii+kImj4FFj1YM0q6l1IUI1NBOq4c3JVzvcSlEFeX96N2Cn4T3YrqNU05A9kCrpTkhuFfwzIXE9Bk+KOKXoJ+IgtggVRy4VQclHEaeDpq4ZUE0Tt4qyZyvzuiLUVNw76XjuourdzV28vl4BA3B+0hspeCQ+jS+u5+hMajQK35wVmn2NCFs1FROxIK75LG3KK8zIEdzMp1BIR+BqL9PJkC0+TftffHKJhyQsF9PQLQszThrIbMo2ZM/JYVyaTvhafHJJhgO4PZ+GYXHH0NfGTS+k+4Q4CtdYWhDYvmvHK7hi8fxkDMVJf4hPLvl0FJdnktjqIB3PnXwtz6c9O/lqh7vSeS6zvzpnTo6gprop0HsCVF3z74RkMh7CUv7oaqsART8R7XGr2Lppq8R+6poB3bSwXPR+/+eKUMf54A0S12Li3a063ljfxUwq7ImoUhKfCEFgeGo64Vn/tEFCM7ARYEcxfJ025RUyiTC+72IG5yZjYAyQJDZS4pNLLCThdjGNmZQdARUOiCimo3hqOgFhBMQnF/c8BWZPgrZqKrKJEK7QfUKcQDggYikvw+K8bRTdsOCcY7OmIp8O40ImBsb8d7/Ope1qam7acztaJ19xH/pjuNU5F7PxZsRXq9eemzLpVkDyU+TTQSbiISwX21dbpegn4jgEj5tZD4s9fyD/9H+iwHB1NmUX8xhyW7oRUCulBt56UsX5zPCjn9wUaxKfiFbBdtj3yjAZyiyMMfYTjLHXGGMWY+yZA8/9OmPsbcbY9xhjP9qy/SPOtrcZY7/Wsv08Y+xbjLG3GGNfYox5pzzOABAFhvOZqO/TpryCHA3iMx84h/dfmMSNnDxy4pNLNCjhJ54uYCmfwnJRxkI27svJ7ElEgiKWCjJCAcFOL5yh+4ToDPfa0UzrWD+xQbJV0zCbimBxKuHr+3VWtkWoUl07JEL5cfJ1FMXJWDPiazq55/s0l4qMVPltOdq+2ipFPxEn4bXomWFTbREq/NYvuCLUxJAn1tGgBDkawJuPd7Gxa6eqD5Nqi78fiU8E0FL4Juqvwje9ZFhhAK8C+ASAv2jdyBi7CuBTAK4B+AiA/5UxJjLGRAD/C4AfA3AVwE87+wLAbwL4F5zziwC2AfzCYE7BG8ymIrhC4lNP+cwHzuF3f+G9Iys+ufzItRn80X/9fbg47e/J7EmEAyJuF9K4NGIRXkT/iYckLBVkNHTzUHTHoHEj+EblOp6VI7g2m8R2Q2+KUH6efB3FXDqCazNJRBwRJhmWIApsZMQnl4PVVin6iegUdzKWjgaxPaaTMQCoKgaYUwXTr0JFsy1jQZTqwxOhcqkIXn1YAQAsZocnQFVbKpv6tU2J/tBa+KbSGL9+bygCFOf8Dc7599o89VEAX+Scq5zzdwC8DeBZ5+dtzvk9zrkG4IsAPsrsWfMPAfiy8/rfBvCx/p+BdxAENtLiwbAYF0FvXM6T7hPitCTDASzlZewqRsdl53tNyfEuuzybHAnxyWXGFaHqGioN3feTr6OYkSN49sIEEmEJmXioOSEZFfHJxa222tANbFZVin4iOkYSBVzNJREPiSiP4WRsV9HBBOBWMe0Jv6KzIIkCrs4mIUeGF9WWk8PQTdt/b1gCVKv45Pc2JfouA8dzAAAOWklEQVRDQBRwY05GWBI9XfimH3ht9DMH4PmW31edbQCwcmD7ewFMAihzzo02+x+CMfaLAH4RAIrFYo8OmSAIghhlUtEAbuZTeOVhBYwBaOOffZSl9tFykfsMP/b1gJ3idGVE00enU2EwBtwv1XFjLjWygsVUIoxPv7cIy7InmaMmPrkkwwEsF9N48/EuRT8RXWFXIZXxysMydhTdF5Uve8GuokMUGJYK8sj0f250x2trO3bxl1jo5Bf1ELfvmYgFkYwM/jqyC5iQ+EScTFAScD2fwp2VMqqKgVhoPK6Xvo2AGGNfBzDT5qnPcs7/5KiXtdnG0T5Six+zf1s4518A8AUAeOaZZzqrA00QBEGMPZPxEJ45NwHDtMDcrx73v/2/NqPt9n53n2f7fscJz7u7iSMewZdNhjGVCI30OQLAr/3YFXDOR/48E+EAnp6fGPZhED4kKAm4PpfCKysV7Cq65yvAnQTnHBwA54d/5+BQdBMhScCN/OiITy4HRahEKADGAIGx5v/9wq2ENz8x+EqxVdVOpVwi8YnokHDA9hz97oPtZrXcUadvAhTn/MOneNkqgELL73kAa87jdts3AciMMcmJgmrdnyAIgiB6ht9Nsb3MqIsyLuNyngRxWkKS2IwI2K5rCAgCuBsp6go5B17D+YFI0gP7uc8fXLZ2A1oZGDg4WgNc2cE9GQfnbbY7R8cY2/scB4HZ2xkYRMF+LMC2BRAYQzoWxGI2jpA0mkKFK0K9vVFFVTFgmBwm5zAt+6cV1vK3tH+34Qf2aYpY2BOzDgpb0wk74io/EYXFOQ40y+Hrpbnd/cz911u75w5vBwzTQkBkJD4RXbMnQpWHfSgDwWuj6T8F8PuMsf8BQA7ARQDfht0PXWSMnQfwELZR+c9wzjlj7M8AfBK2L9RnABwVXUUQBEEQBEEQhIdxJ2Or2/XmBL8ZGcocIQJ74kNr9Kn7+77nGdsTjk6IOHX3dT8HLZ/RFDyc9953PAf3IbEZgC1CXZ5Jtn3OsjgszmFxNIUi+3d7G295zuIclsVhOOKVYVmwLMCwLBgWYFoWTNMWgaaSQXzochbPXZxseuu47SE028353TkW11+RwRYH4V5HbO9acfdxX8OcB4LzvCgw5NNREp+IUxENSrhVkLGyXR/2ofSdoQhQjLGPA/ifAUwB+Cpj7CXO+Y9yzl9jjP3fAF4HYAD4u5xz03nN3wPw7wGIAP4l5/w15+1+FcAXGWOfA/BdAP/ngE+HIAiCIAiCIIgeEQ6IWMwmhn0YRB8RBNYUb3rNcxezfXlfgugnsZB0pGA7SrCD4aLjwjPPPMNfeOGFYR8GQRAEQRAEQRAEQRDEyMAYe5Fz/szB7e3MvQmCIAiCIAiCIAiCIAiiZ5AARRAEQRAEQRAEQRAEQfQVEqAIgiAIgiAIgiAIgiCIvkICFEEQBEEQBEEQBEEQBNFXSIAiCIIgCIIgCIIgCIIg+goJUARBEARBEARBEARBEERfIQGKIAiCIAiCIAiCIAiC6CskQBEEQRAEQRAEQRAEQRB9hQQogiAIgiAIgiAIgiAIoq+QAEUQBEEQBEEQBEEQBEH0FRKgCIIgCIIgCIIgCIIgiL5CAhRBEARBEARBEARBEATRVxjnfNjHMBQYYxsA7g/7OHpABsDmsA+C6AnUlqMHteloQe05OlBbjibUrqMFtedoQO04elCbjh79aNN5zvnUwY1jK0CNCoyxFzjnzwz7OIizQ205elCbjhbUnqMDteVoQu06WlB7jgbUjqMHtenoMcg2pRQ8giAIgiAIgiAIgiAIoq+QAEUQBEEQBEEQBEEQBEH0FRKg/M8Xhn0ARM+gthw9qE1HC2rP0YHacjShdh0tqD1HA2rH0YPadPQYWJuSBxRBEARBEARBEARBEATRVygCiiAIgiAIgiAIgiAIgugrJEANGMZYgTH2Z4yxNxhjrzHGftnZPsEY+xpj7C3n/7Sz/TJj7JuMMZUx9g8PvNcvM8Zedd7nV475zI8wxr7HGHubMfZrLdv/nrONM8Yy/TrnUcVjbflbjLF3GGMvOT+3+nXeo4zH2vSHGGN/7bzHbzPGpH6d96hyivb8NGPsZefnG4yxpZb3attObT7zM877vsUY+0zL9s8zxlYYY9V+nvOo4rG2/I/O693+NtvPcx9lPNauP+W872uMsX/ez/MeVXrcnv+SMfaEMfbqCZ9JY9we47F2pPFtD/BYm9L49oz0qj2Pep8jPrN3fS3nnH4G+ANgFsBt53ECwJsArgL45wB+zdn+awB+03mcBfAeAJ8H8A9b3uc6gFcBRAFIAL4O4GKbzxMB3AVwAUAQwB0AV53nlgGcA/AugMyw/zZ++/FYW/4WgE8O+2/i9x+vtCnsxYEVAE85+/33AH5h2H8fv/2coj0/ACDtPP4xAN86rp3afN4EgHvO/2nnsft+73OOpzrsv4sffzzWlv8RwDPD/puMwo9X2hXAJIAHAKac/X4bwIeG/ffx20+v2tP5/fsB3Abw6jGfR2Pc0W/H3wKNb0emTUHjW0+151Hv02l7Os913ddSBNSA4Zyvc87/2nm8C+ANAHMAPgp7wAPn/485+zzhnH8HgH7gra4AeJ5zXuecGwD+HMDH23zkswDe5pzf45xrAL7ofBY459/lnL/by/MbJ7zUlkRv8FCbTgJQOedvOvt9DcDf7tFpjg2naM9vcM63ne3PA8g7jzu9934UwNc45yXnfb4G4CPOez/POV/v9TmOC15qS6J3eKhdLwB4k3O+4ez3dVCf2zU9bE9wzv8CQOmEj6Qxbh/wUjsSvcFDbUrj2x7Qq/Y85n0O0tO+lgSoIcIYOwdbNfwWgGl3cuL8f1JI/6sAvp8xNskYiwL4cQCFNvvNwVaaXVbR/sIizoBH2vLzTmjlv2CMhU51IkSTIbfpJoAAY+wZZ/snj3g90SGnaM9fAPDvnMed9qPU3w4Aj7Tl/+Wkg/x3jDF2itMgDjDkdn0bwGXG2DknHeRjoD73TJyxPTuF+tw+45F2pPFtDxlym9L4tsf0qj0PvM9BetrXUs7lkGCMxQH8IYBf4ZzvdDt+5Zy/wRj7TdjKcRV2KJzR7qPavbzLwyWOwSNt+esAHsEOi/wCgF+FHdZKnIJhtynnnDPGPgXAHWz9hyNeT3RAt+3JGPtB2F/QH3Q3tdmtXT9K/W2f8Uhbfppz/pAxlnCO5ecA/E4Hh08cwbDblXO+zRj7pf+/vbsJsaoMAzj+f9BBQks0k4QoC5RCMIlICgoJahFRLRIiaFGLMCgX0a5FLlqIQmhYFBh9J0G1aeWigiIL+mA0lEzBFpVohJFFBjpPi/NO3S5znY/uuefcmf8PXu7Me95z5pz3mTnz8nDuc4G3gTFgH9VTUZqBPsRzyj9qgj7vuX3Skji6vu2jpmPq+ra/+hXP7uNMtOsEfTO+1/oEVAMiYoQqyG9m5nul+0RErCjbVwAnJztOZr6Umddl5i1Uj0IeKcXExgv1baLKUHZmli8Dfurn9cxlbYlleYQyM/Mv4GWqRyU1Ay2K6WeZeXNm3gB8DBzp1zXOJdONZ0SsBXYDd2fmL6V7wjhFxPqOeN7Va1wd1zUXtSWWmfljeT0NvIX32/+lRXF9PzPXZ+aNwGG8585In+LZ69iucQekLXF0fds/LYqp69s+6Fc8JzpO7ffabEEhrbnUqDKIrwE7uvq389+iYdu6tm+ho8hx6VteXi8HvqUUF+saM5+qyOaV/Fs0bE3XmO+xQONQxxJY0XFOO4CtTc/PMLaWxXR8/wXAB8CtTc/PsLXpxrPE6ihw01Tj1DVuKXCMqqjxkvL10q4xFiEf4liW/ZeVMSPAO8CmpudnWFtb4lq2jd9zlwCjlCK5tsHHs2O/lZy/0LFr3FkeR1zfzsaYur5tSTx7HWc68ewYM+V7beMTONca1SNvCRwoC5xRqvowF5c/wiPldXxBdClV1vE34Nfy9UVl2yfAofJL0PPTWsrxv6OqXv9kR//mcryzVFnM3U3PzzC1lsXyQ+AbqtpDbwCLmp6fYWwti+l2qmKAh6keiW18foatzSCeu4FTHWO/nCxOE/zMh6j+yR8FHuzo31Z+P8bK65am52eYWltiCSwEvirncRDYCcxren6GtbUlrqV/T7lnHwLua3puhrH1OZ57gONUH/LxAz0+KatX3HGNO1vi6Pp29sXU9W1L4tnrONOM57TvtVF2lCRJkiRJkmphDShJkiRJkiTVygSUJEmSJEmSamUCSpIkSZIkSbUyASVJkiRJkqRamYCSJEmSJElSrUxASZIkNSAizkXEaEQcjIj9EfF4RJx3bRYRKyPi/kGdoyRJUr+YgJIkSWrGn5m5LjPXALcBdwBPTbLPSsAElCRJGjqRmU2fgyRJ0pwTEb9n5qKO768CvgCWAVcArwMLy+ZHM3NfRHwOXAMcA14FngW2AhuABcBzmfniwC5CkiRpikxASZIkNaA7AVX6TgFXA6eBscw8ExGrgD2ZeX1EbACeyMw7y/iHgeWZ+XRELAA+BTZm5rGBXowkSdIk5jd9ApIkSfpHlNcRYFdErAPOAat7jL8dWBsR95bvFwOrqJ6QkiRJag0TUJIkSS1Q3oJ3DjhJVQvqBHAtVc3OM712Ax7LzL0DOUlJkqQZsgi5JElSwyLiEuAFYFdW9REWA8czcwx4AJhXhp4GLuzYdS/wSESMlOOsjoiFSJIktYxPQEmSJDXjgogYpXq73VmqouPPlG3PA+9GxEbgI+CP0n8AOBsR+4FXgJ1Un4z3dUQE8DNwz6AuQJIkaaosQi5JkiRJkqRa+RY8SZIkSZIk1coElCRJkiRJkmplAkqSJEmSJEm1MgElSZIkSZKkWpmAkiRJkiRJUq1MQEmSJEmSJKlWJqAkSZIkSZJUKxNQkiRJkiRJqtXfv0wbGdK9jm4AAAAASUVORK5CYII=\n",
 2208 |       "text/plain": [
 2209 |        "<Figure size 1440x432 with 1 Axes>"
 2210 |       ]
 2211 |      },
 2212 |      "metadata": {
 2213 |       "needs_background": "light"
 2214 |      },
 2215 |      "output_type": "display_data"
 2216 |     }
 2217 |    ],
 2218 |    "source": [
 2219 |     "for account in df['Account'].unique():\n",
 2220 |     "    plt.figure(figsize=(20,6))\n",
 2221 |     "    sns.lineplot(x='Date', y='Amount', estimator=np.median, hue='Account Description', data=df[df['Account']==account]).set_title('{} by Month'.format(account))\n",
 2222 |     "    plt.show()"
 2223 |    ]
 2224 |   },
 2225 |   {
 2226 |    "cell_type": "code",
 2227 |    "execution_count": 35,
 2228 |    "metadata": {},
 2229 |    "outputs": [],
 2230 |    "source": [
 2231 |     "#df = df[df['Account']!=3000001]"
 2232 |    ]
 2233 |   },
 2234 |   {
 2235 |    "cell_type": "code",
 2236 |    "execution_count": 36,
 2237 |    "metadata": {},
 2238 |    "outputs": [
 2239 |     {
 2240 |      "data": {
 2241 |       "text/plain": [
 2242 |        "array([1000000, 1000001, 1000002, 1000004, 2000000, 2000001, 2000002,\n",
 2243 |        "       2000003, 2000005, 3000000, 3000001, 3000002, 4000001])"
 2244 |       ]
 2245 |      },
 2246 |      "execution_count": 36,
 2247 |      "metadata": {},
 2248 |      "output_type": "execute_result"
 2249 |     }
 2250 |    ],
 2251 |    "source": [
 2252 |     "df['Account'].unique()"
 2253 |    ]
 2254 |   },
 2255 |   {
 2256 |    "cell_type": "markdown",
 2257 |    "metadata": {},
 2258 |    "source": [
 2259 |     "## Convert Fields to Correct Data Type"
 2260 |    ]
 2261 |   },
 2262 |   {
 2263 |    "cell_type": "code",
 2264 |    "execution_count": 37,
 2265 |    "metadata": {},
 2266 |    "outputs": [
 2267 |     {
 2268 |      "data": {
 2269 |       "text/plain": [
 2270 |        "Year                            int64\n",
 2271 |        "Month                          object\n",
 2272 |        "Cost Centre                    object\n",
 2273 |        "Account                         int64\n",
 2274 |        "Account Description            object\n",
 2275 |        "Account Type                   object\n",
 2276 |        "Amount                        float64\n",
 2277 |        "Period                          int64\n",
 2278 |        "Day                             int64\n",
 2279 |        "Date                   datetime64[ns]\n",
 2280 |        "dtype: object"
 2281 |       ]
 2282 |      },
 2283 |      "execution_count": 37,
 2284 |      "metadata": {},
 2285 |      "output_type": "execute_result"
 2286 |     }
 2287 |    ],
 2288 |    "source": [
 2289 |     "df.dtypes"
 2290 |    ]
 2291 |   },
 2292 |   {
 2293 |    "cell_type": "code",
 2294 |    "execution_count": 38,
 2295 |    "metadata": {},
 2296 |    "outputs": [],
 2297 |    "source": [
 2298 |     "df['Account'] = 'ACC' + df['Account'].astype(str)"
 2299 |    ]
 2300 |   },
 2301 |   {
 2302 |    "cell_type": "code",
 2303 |    "execution_count": 39,
 2304 |    "metadata": {},
 2305 |    "outputs": [
 2306 |     {
 2307 |      "data": {
 2308 |       "text/html": [
 2309 |        "<div>\n",
 2310 |        "<style scoped>\n",
 2311 |        "    .dataframe tbody tr th:only-of-type {\n",
 2312 |        "        vertical-align: middle;\n",
 2313 |        "    }\n",
 2314 |        "\n",
 2315 |        "    .dataframe tbody tr th {\n",
 2316 |        "        vertical-align: top;\n",
 2317 |        "    }\n",
 2318 |        "\n",
 2319 |        "    .dataframe thead th {\n",
 2320 |        "        text-align: right;\n",
 2321 |        "    }\n",
 2322 |        "</style>\n",
 2323 |        "<table border=\"1\" class=\"dataframe\">\n",
 2324 |        "  <thead>\n",
 2325 |        "    <tr style=\"text-align: right;\">\n",
 2326 |        "      <th></th>\n",
 2327 |        "      <th>Year</th>\n",
 2328 |        "      <th>Month</th>\n",
 2329 |        "      <th>Cost Centre</th>\n",
 2330 |        "      <th>Account</th>\n",
 2331 |        "      <th>Account Description</th>\n",
 2332 |        "      <th>Account Type</th>\n",
 2333 |        "      <th>Amount</th>\n",
 2334 |        "      <th>Period</th>\n",
 2335 |        "      <th>Day</th>\n",
 2336 |        "      <th>Date</th>\n",
 2337 |        "    </tr>\n",
 2338 |        "  </thead>\n",
 2339 |        "  <tbody>\n",
 2340 |        "    <tr>\n",
 2341 |        "      <th>0</th>\n",
 2342 |        "      <td>2019</td>\n",
 2343 |        "      <td>Jan</td>\n",
 2344 |        "      <td>CC100</td>\n",
 2345 |        "      <td>ACC1000000</td>\n",
 2346 |        "      <td>Product Sales</td>\n",
 2347 |        "      <td>Revenue</td>\n",
 2348 |        "      <td>1344.051</td>\n",
 2349 |        "      <td>1</td>\n",
 2350 |        "      <td>1</td>\n",
 2351 |        "      <td>2019-01-01</td>\n",
 2352 |        "    </tr>\n",
 2353 |        "    <tr>\n",
 2354 |        "      <th>1</th>\n",
 2355 |        "      <td>2019</td>\n",
 2356 |        "      <td>Jan</td>\n",
 2357 |        "      <td>CC100</td>\n",
 2358 |        "      <td>ACC1000001</td>\n",
 2359 |        "      <td>Licensing Revenue</td>\n",
 2360 |        "      <td>Revenue</td>\n",
 2361 |        "      <td>480.968</td>\n",
 2362 |        "      <td>1</td>\n",
 2363 |        "      <td>1</td>\n",
 2364 |        "      <td>2019-01-01</td>\n",
 2365 |        "    </tr>\n",
 2366 |        "    <tr>\n",
 2367 |        "      <th>2</th>\n",
 2368 |        "      <td>2019</td>\n",
 2369 |        "      <td>Jan</td>\n",
 2370 |        "      <td>CC100</td>\n",
 2371 |        "      <td>ACC1000002</td>\n",
 2372 |        "      <td>Service Revenue</td>\n",
 2373 |        "      <td>Revenue</td>\n",
 2374 |        "      <td>650.820</td>\n",
 2375 |        "      <td>1</td>\n",
 2376 |        "      <td>1</td>\n",
 2377 |        "      <td>2019-01-01</td>\n",
 2378 |        "    </tr>\n",
 2379 |        "    <tr>\n",
 2380 |        "      <th>3</th>\n",
 2381 |        "      <td>2019</td>\n",
 2382 |        "      <td>Jan</td>\n",
 2383 |        "      <td>CC100</td>\n",
 2384 |        "      <td>ACC1000004</td>\n",
 2385 |        "      <td>Fee Revenue</td>\n",
 2386 |        "      <td>Revenue</td>\n",
 2387 |        "      <td>339.360</td>\n",
 2388 |        "      <td>1</td>\n",
 2389 |        "      <td>1</td>\n",
 2390 |        "      <td>2019-01-01</td>\n",
 2391 |        "    </tr>\n",
 2392 |        "    <tr>\n",
 2393 |        "      <th>4</th>\n",
 2394 |        "      <td>2019</td>\n",
 2395 |        "      <td>Jan</td>\n",
 2396 |        "      <td>CC100</td>\n",
 2397 |        "      <td>ACC2000000</td>\n",
 2398 |        "      <td>Cost of Good Sold</td>\n",
 2399 |        "      <td>Expense</td>\n",
 2400 |        "      <td>1125.328</td>\n",
 2401 |        "      <td>1</td>\n",
 2402 |        "      <td>1</td>\n",
 2403 |        "      <td>2019-01-01</td>\n",
 2404 |        "    </tr>\n",
 2405 |        "  </tbody>\n",
 2406 |        "</table>\n",
 2407 |        "</div>"
 2408 |       ],
 2409 |       "text/plain": [
 2410 |        "   Year Month Cost Centre     Account Account Description Account Type  \\\n",
 2411 |        "0  2019   Jan       CC100  ACC1000000       Product Sales      Revenue   \n",
 2412 |        "1  2019   Jan       CC100  ACC1000001   Licensing Revenue      Revenue   \n",
 2413 |        "2  2019   Jan       CC100  ACC1000002     Service Revenue      Revenue   \n",
 2414 |        "3  2019   Jan       CC100  ACC1000004         Fee Revenue      Revenue   \n",
 2415 |        "4  2019   Jan       CC100  ACC2000000   Cost of Good Sold      Expense   \n",
 2416 |        "\n",
 2417 |        "     Amount  Period  Day       Date  \n",
 2418 |        "0  1344.051       1    1 2019-01-01  \n",
 2419 |        "1   480.968       1    1 2019-01-01  \n",
 2420 |        "2   650.820       1    1 2019-01-01  \n",
 2421 |        "3   339.360       1    1 2019-01-01  \n",
 2422 |        "4  1125.328       1    1 2019-01-01  "
 2423 |       ]
 2424 |      },
 2425 |      "execution_count": 39,
 2426 |      "metadata": {},
 2427 |      "output_type": "execute_result"
 2428 |     }
 2429 |    ],
 2430 |    "source": [
 2431 |     "df.head()"
 2432 |    ]
 2433 |   },
 2434 |   {
 2435 |    "cell_type": "code",
 2436 |    "execution_count": 40,
 2437 |    "metadata": {},
 2438 |    "outputs": [
 2439 |     {
 2440 |      "data": {
 2441 |       "text/plain": [
 2442 |        "Year                            int64\n",
 2443 |        "Month                          object\n",
 2444 |        "Cost Centre                    object\n",
 2445 |        "Account                        object\n",
 2446 |        "Account Description            object\n",
 2447 |        "Account Type                   object\n",
 2448 |        "Amount                        float64\n",
 2449 |        "Period                          int64\n",
 2450 |        "Day                             int64\n",
 2451 |        "Date                   datetime64[ns]\n",
 2452 |        "dtype: object"
 2453 |       ]
 2454 |      },
 2455 |      "execution_count": 40,
 2456 |      "metadata": {},
 2457 |      "output_type": "execute_result"
 2458 |     }
 2459 |    ],
 2460 |    "source": [
 2461 |     "df.dtypes"
 2462 |    ]
 2463 |   },
 2464 |   {
 2465 |    "cell_type": "code",
 2466 |    "execution_count": 41,
 2467 |    "metadata": {},
 2468 |    "outputs": [],
 2469 |    "source": [
 2470 |     "df['Year'] = df['Year'].astype(str)"
 2471 |    ]
 2472 |   },
 2473 |   {
 2474 |    "cell_type": "code",
 2475 |    "execution_count": 42,
 2476 |    "metadata": {},
 2477 |    "outputs": [
 2478 |     {
 2479 |      "data": {
 2480 |       "text/plain": [
 2481 |        "Year                           object\n",
 2482 |        "Month                          object\n",
 2483 |        "Cost Centre                    object\n",
 2484 |        "Account                        object\n",
 2485 |        "Account Description            object\n",
 2486 |        "Account Type                   object\n",
 2487 |        "Amount                        float64\n",
 2488 |        "Period                          int64\n",
 2489 |        "Day                             int64\n",
 2490 |        "Date                   datetime64[ns]\n",
 2491 |        "dtype: object"
 2492 |       ]
 2493 |      },
 2494 |      "execution_count": 42,
 2495 |      "metadata": {},
 2496 |      "output_type": "execute_result"
 2497 |     }
 2498 |    ],
 2499 |    "source": [
 2500 |     "df.dtypes"
 2501 |    ]
 2502 |   },
 2503 |   {
 2504 |    "cell_type": "markdown",
 2505 |    "metadata": {},
 2506 |    "source": [
 2507 |     "### Drop Analysis Fields"
 2508 |    ]
 2509 |   },
 2510 |   {
 2511 |    "cell_type": "code",
 2512 |    "execution_count": 43,
 2513 |    "metadata": {},
 2514 |    "outputs": [],
 2515 |    "source": [
 2516 |     "df.drop(['Period', 'Day', 'Date'], axis=1, inplace=True)"
 2517 |    ]
 2518 |   },
 2519 |   {
 2520 |    "cell_type": "code",
 2521 |    "execution_count": 44,
 2522 |    "metadata": {},
 2523 |    "outputs": [
 2524 |     {
 2525 |      "data": {
 2526 |       "text/plain": [
 2527 |        "Year                    object\n",
 2528 |        "Month                   object\n",
 2529 |        "Cost Centre             object\n",
 2530 |        "Account                 object\n",
 2531 |        "Account Description     object\n",
 2532 |        "Account Type            object\n",
 2533 |        "Amount                 float64\n",
 2534 |        "dtype: object"
 2535 |       ]
 2536 |      },
 2537 |      "execution_count": 44,
 2538 |      "metadata": {},
 2539 |      "output_type": "execute_result"
 2540 |     }
 2541 |    ],
 2542 |    "source": [
 2543 |     "df.dtypes"
 2544 |    ]
 2545 |   },
 2546 |   {
 2547 |    "cell_type": "code",
 2548 |    "execution_count": 45,
 2549 |    "metadata": {},
 2550 |    "outputs": [
 2551 |     {
 2552 |      "data": {
 2553 |       "text/plain": [
 2554 |        "13"
 2555 |       ]
 2556 |      },
 2557 |      "execution_count": 45,
 2558 |      "metadata": {},
 2559 |      "output_type": "execute_result"
 2560 |     }
 2561 |    ],
 2562 |    "source": [
 2563 |     "len(df['Account'].unique())"
 2564 |    ]
 2565 |   },
 2566 |   {
 2567 |    "cell_type": "code",
 2568 |    "execution_count": 46,
 2569 |    "metadata": {},
 2570 |    "outputs": [
 2571 |     {
 2572 |      "data": {
 2573 |       "text/plain": [
 2574 |        "13"
 2575 |       ]
 2576 |      },
 2577 |      "execution_count": 46,
 2578 |      "metadata": {},
 2579 |      "output_type": "execute_result"
 2580 |     }
 2581 |    ],
 2582 |    "source": [
 2583 |     "len(df['Account Description'].unique())"
 2584 |    ]
 2585 |   },
 2586 |   {
 2587 |    "cell_type": "code",
 2588 |    "execution_count": 47,
 2589 |    "metadata": {},
 2590 |    "outputs": [],
 2591 |    "source": [
 2592 |     "df['AccountVal'] = df['Account'] + df['Account Description']"
 2593 |    ]
 2594 |   },
 2595 |   {
 2596 |    "cell_type": "code",
 2597 |    "execution_count": 48,
 2598 |    "metadata": {},
 2599 |    "outputs": [
 2600 |     {
 2601 |      "data": {
 2602 |       "text/html": [
 2603 |        "<div>\n",
 2604 |        "<style scoped>\n",
 2605 |        "    .dataframe tbody tr th:only-of-type {\n",
 2606 |        "        vertical-align: middle;\n",
 2607 |        "    }\n",
 2608 |        "\n",
 2609 |        "    .dataframe tbody tr th {\n",
 2610 |        "        vertical-align: top;\n",
 2611 |        "    }\n",
 2612 |        "\n",
 2613 |        "    .dataframe thead th {\n",
 2614 |        "        text-align: right;\n",
 2615 |        "    }\n",
 2616 |        "</style>\n",
 2617 |        "<table border=\"1\" class=\"dataframe\">\n",
 2618 |        "  <thead>\n",
 2619 |        "    <tr style=\"text-align: right;\">\n",
 2620 |        "      <th></th>\n",
 2621 |        "      <th>Year</th>\n",
 2622 |        "      <th>Month</th>\n",
 2623 |        "      <th>Cost Centre</th>\n",
 2624 |        "      <th>Account</th>\n",
 2625 |        "      <th>Account Description</th>\n",
 2626 |        "      <th>Account Type</th>\n",
 2627 |        "      <th>Amount</th>\n",
 2628 |        "      <th>AccountVal</th>\n",
 2629 |        "    </tr>\n",
 2630 |        "  </thead>\n",
 2631 |        "  <tbody>\n",
 2632 |        "    <tr>\n",
 2633 |        "      <th>0</th>\n",
 2634 |        "      <td>2019</td>\n",
 2635 |        "      <td>Jan</td>\n",
 2636 |        "      <td>CC100</td>\n",
 2637 |        "      <td>ACC1000000</td>\n",
 2638 |        "      <td>Product Sales</td>\n",
 2639 |        "      <td>Revenue</td>\n",
 2640 |        "      <td>1344.051</td>\n",
 2641 |        "      <td>ACC1000000Product Sales</td>\n",
 2642 |        "    </tr>\n",
 2643 |        "    <tr>\n",
 2644 |        "      <th>1</th>\n",
 2645 |        "      <td>2019</td>\n",
 2646 |        "      <td>Jan</td>\n",
 2647 |        "      <td>CC100</td>\n",
 2648 |        "      <td>ACC1000001</td>\n",
 2649 |        "      <td>Licensing Revenue</td>\n",
 2650 |        "      <td>Revenue</td>\n",
 2651 |        "      <td>480.968</td>\n",
 2652 |        "      <td>ACC1000001Licensing Revenue</td>\n",
 2653 |        "    </tr>\n",
 2654 |        "    <tr>\n",
 2655 |        "      <th>2</th>\n",
 2656 |        "      <td>2019</td>\n",
 2657 |        "      <td>Jan</td>\n",
 2658 |        "      <td>CC100</td>\n",
 2659 |        "      <td>ACC1000002</td>\n",
 2660 |        "      <td>Service Revenue</td>\n",
 2661 |        "      <td>Revenue</td>\n",
 2662 |        "      <td>650.820</td>\n",
 2663 |        "      <td>ACC1000002Service Revenue</td>\n",
 2664 |        "    </tr>\n",
 2665 |        "    <tr>\n",
 2666 |        "      <th>3</th>\n",
 2667 |        "      <td>2019</td>\n",
 2668 |        "      <td>Jan</td>\n",
 2669 |        "      <td>CC100</td>\n",
 2670 |        "      <td>ACC1000004</td>\n",
 2671 |        "      <td>Fee Revenue</td>\n",
 2672 |        "      <td>Revenue</td>\n",
 2673 |        "      <td>339.360</td>\n",
 2674 |        "      <td>ACC1000004Fee Revenue</td>\n",
 2675 |        "    </tr>\n",
 2676 |        "    <tr>\n",
 2677 |        "      <th>4</th>\n",
 2678 |        "      <td>2019</td>\n",
 2679 |        "      <td>Jan</td>\n",
 2680 |        "      <td>CC100</td>\n",
 2681 |        "      <td>ACC2000000</td>\n",
 2682 |        "      <td>Cost of Good Sold</td>\n",
 2683 |        "      <td>Expense</td>\n",
 2684 |        "      <td>1125.328</td>\n",
 2685 |        "      <td>ACC2000000Cost of Good Sold</td>\n",
 2686 |        "    </tr>\n",
 2687 |        "  </tbody>\n",
 2688 |        "</table>\n",
 2689 |        "</div>"
 2690 |       ],
 2691 |       "text/plain": [
 2692 |        "   Year Month Cost Centre     Account Account Description Account Type  \\\n",
 2693 |        "0  2019   Jan       CC100  ACC1000000       Product Sales      Revenue   \n",
 2694 |        "1  2019   Jan       CC100  ACC1000001   Licensing Revenue      Revenue   \n",
 2695 |        "2  2019   Jan       CC100  ACC1000002     Service Revenue      Revenue   \n",
 2696 |        "3  2019   Jan       CC100  ACC1000004         Fee Revenue      Revenue   \n",
 2697 |        "4  2019   Jan       CC100  ACC2000000   Cost of Good Sold      Expense   \n",
 2698 |        "\n",
 2699 |        "     Amount                   AccountVal  \n",
 2700 |        "0  1344.051      ACC1000000Product Sales  \n",
 2701 |        "1   480.968  ACC1000001Licensing Revenue  \n",
 2702 |        "2   650.820    ACC1000002Service Revenue  \n",
 2703 |        "3   339.360        ACC1000004Fee Revenue  \n",
 2704 |        "4  1125.328  ACC2000000Cost of Good Sold  "
 2705 |       ]
 2706 |      },
 2707 |      "execution_count": 48,
 2708 |      "metadata": {},
 2709 |      "output_type": "execute_result"
 2710 |     }
 2711 |    ],
 2712 |    "source": [
 2713 |     "df.head()"
 2714 |    ]
 2715 |   },
 2716 |   {
 2717 |    "cell_type": "code",
 2718 |    "execution_count": 49,
 2719 |    "metadata": {},
 2720 |    "outputs": [
 2721 |     {
 2722 |      "data": {
 2723 |       "text/plain": [
 2724 |        "13"
 2725 |       ]
 2726 |      },
 2727 |      "execution_count": 49,
 2728 |      "metadata": {},
 2729 |      "output_type": "execute_result"
 2730 |     }
 2731 |    ],
 2732 |    "source": [
 2733 |     "len(df['AccountVal'].unique())"
 2734 |    ]
 2735 |   },
 2736 |   {
 2737 |    "cell_type": "code",
 2738 |    "execution_count": 50,
 2739 |    "metadata": {},
 2740 |    "outputs": [],
 2741 |    "source": [
 2742 |     "df.drop(['Account Description', 'AccountVal'], axis=1, inplace=True)"
 2743 |    ]
 2744 |   },
 2745 |   {
 2746 |    "cell_type": "code",
 2747 |    "execution_count": 51,
 2748 |    "metadata": {},
 2749 |    "outputs": [
 2750 |     {
 2751 |      "data": {
 2752 |       "text/html": [
 2753 |        "<div>\n",
 2754 |        "<style scoped>\n",
 2755 |        "    .dataframe tbody tr th:only-of-type {\n",
 2756 |        "        vertical-align: middle;\n",
 2757 |        "    }\n",
 2758 |        "\n",
 2759 |        "    .dataframe tbody tr th {\n",
 2760 |        "        vertical-align: top;\n",
 2761 |        "    }\n",
 2762 |        "\n",
 2763 |        "    .dataframe thead th {\n",
 2764 |        "        text-align: right;\n",
 2765 |        "    }\n",
 2766 |        "</style>\n",
 2767 |        "<table border=\"1\" class=\"dataframe\">\n",
 2768 |        "  <thead>\n",
 2769 |        "    <tr style=\"text-align: right;\">\n",
 2770 |        "      <th></th>\n",
 2771 |        "      <th>Year</th>\n",
 2772 |        "      <th>Month</th>\n",
 2773 |        "      <th>Cost Centre</th>\n",
 2774 |        "      <th>Account</th>\n",
 2775 |        "      <th>Account Type</th>\n",
 2776 |        "      <th>Amount</th>\n",
 2777 |        "    </tr>\n",
 2778 |        "  </thead>\n",
 2779 |        "  <tbody>\n",
 2780 |        "    <tr>\n",
 2781 |        "      <th>0</th>\n",
 2782 |        "      <td>2019</td>\n",
 2783 |        "      <td>Jan</td>\n",
 2784 |        "      <td>CC100</td>\n",
 2785 |        "      <td>ACC1000000</td>\n",
 2786 |        "      <td>Revenue</td>\n",
 2787 |        "      <td>1344.051</td>\n",
 2788 |        "    </tr>\n",
 2789 |        "    <tr>\n",
 2790 |        "      <th>1</th>\n",
 2791 |        "      <td>2019</td>\n",
 2792 |        "      <td>Jan</td>\n",
 2793 |        "      <td>CC100</td>\n",
 2794 |        "      <td>ACC1000001</td>\n",
 2795 |        "      <td>Revenue</td>\n",
 2796 |        "      <td>480.968</td>\n",
 2797 |        "    </tr>\n",
 2798 |        "    <tr>\n",
 2799 |        "      <th>2</th>\n",
 2800 |        "      <td>2019</td>\n",
 2801 |        "      <td>Jan</td>\n",
 2802 |        "      <td>CC100</td>\n",
 2803 |        "      <td>ACC1000002</td>\n",
 2804 |        "      <td>Revenue</td>\n",
 2805 |        "      <td>650.820</td>\n",
 2806 |        "    </tr>\n",
 2807 |        "    <tr>\n",
 2808 |        "      <th>3</th>\n",
 2809 |        "      <td>2019</td>\n",
 2810 |        "      <td>Jan</td>\n",
 2811 |        "      <td>CC100</td>\n",
 2812 |        "      <td>ACC1000004</td>\n",
 2813 |        "      <td>Revenue</td>\n",
 2814 |        "      <td>339.360</td>\n",
 2815 |        "    </tr>\n",
 2816 |        "    <tr>\n",
 2817 |        "      <th>4</th>\n",
 2818 |        "      <td>2019</td>\n",
 2819 |        "      <td>Jan</td>\n",
 2820 |        "      <td>CC100</td>\n",
 2821 |        "      <td>ACC2000000</td>\n",
 2822 |        "      <td>Expense</td>\n",
 2823 |        "      <td>1125.328</td>\n",
 2824 |        "    </tr>\n",
 2825 |        "  </tbody>\n",
 2826 |        "</table>\n",
 2827 |        "</div>"
 2828 |       ],
 2829 |       "text/plain": [
 2830 |        "   Year Month Cost Centre     Account Account Type    Amount\n",
 2831 |        "0  2019   Jan       CC100  ACC1000000      Revenue  1344.051\n",
 2832 |        "1  2019   Jan       CC100  ACC1000001      Revenue   480.968\n",
 2833 |        "2  2019   Jan       CC100  ACC1000002      Revenue   650.820\n",
 2834 |        "3  2019   Jan       CC100  ACC1000004      Revenue   339.360\n",
 2835 |        "4  2019   Jan       CC100  ACC2000000      Expense  1125.328"
 2836 |       ]
 2837 |      },
 2838 |      "execution_count": 51,
 2839 |      "metadata": {},
 2840 |      "output_type": "execute_result"
 2841 |     }
 2842 |    ],
 2843 |    "source": [
 2844 |     "df.head()"
 2845 |    ]
 2846 |   },
 2847 |   {
 2848 |    "cell_type": "code",
 2849 |    "execution_count": 52,
 2850 |    "metadata": {},
 2851 |    "outputs": [
 2852 |     {
 2853 |      "data": {
 2854 |       "text/html": [
 2855 |        "<div>\n",
 2856 |        "<style scoped>\n",
 2857 |        "    .dataframe tbody tr th:only-of-type {\n",
 2858 |        "        vertical-align: middle;\n",
 2859 |        "    }\n",
 2860 |        "\n",
 2861 |        "    .dataframe tbody tr th {\n",
 2862 |        "        vertical-align: top;\n",
 2863 |        "    }\n",
 2864 |        "\n",
 2865 |        "    .dataframe thead th {\n",
 2866 |        "        text-align: right;\n",
 2867 |        "    }\n",
 2868 |        "</style>\n",
 2869 |        "<table border=\"1\" class=\"dataframe\">\n",
 2870 |        "  <thead>\n",
 2871 |        "    <tr style=\"text-align: right;\">\n",
 2872 |        "      <th></th>\n",
 2873 |        "      <th>Amount</th>\n",
 2874 |        "      <th>Year_2019</th>\n",
 2875 |        "      <th>Year_2020</th>\n",
 2876 |        "      <th>Year_2021</th>\n",
 2877 |        "      <th>Month_Apr</th>\n",
 2878 |        "      <th>Month_Aug</th>\n",
 2879 |        "      <th>Month_Dec</th>\n",
 2880 |        "      <th>Month_Feb</th>\n",
 2881 |        "      <th>Month_Jan</th>\n",
 2882 |        "      <th>Month_Jul</th>\n",
 2883 |        "      <th>...</th>\n",
 2884 |        "      <th>Account_ACC2000003</th>\n",
 2885 |        "      <th>Account_ACC2000005</th>\n",
 2886 |        "      <th>Account_ACC3000000</th>\n",
 2887 |        "      <th>Account_ACC3000001</th>\n",
 2888 |        "      <th>Account_ACC3000002</th>\n",
 2889 |        "      <th>Account_ACC4000001</th>\n",
 2890 |        "      <th>Account Type_Asset</th>\n",
 2891 |        "      <th>Account Type_Expense</th>\n",
 2892 |        "      <th>Account Type_Liability</th>\n",
 2893 |        "      <th>Account Type_Revenue</th>\n",
 2894 |        "    </tr>\n",
 2895 |        "  </thead>\n",
 2896 |        "  <tbody>\n",
 2897 |        "    <tr>\n",
 2898 |        "      <th>0</th>\n",
 2899 |        "      <td>1344.051</td>\n",
 2900 |        "      <td>1</td>\n",
 2901 |        "      <td>0</td>\n",
 2902 |        "      <td>0</td>\n",
 2903 |        "      <td>0</td>\n",
 2904 |        "      <td>0</td>\n",
 2905 |        "      <td>0</td>\n",
 2906 |        "      <td>0</td>\n",
 2907 |        "      <td>1</td>\n",
 2908 |        "      <td>0</td>\n",
 2909 |        "      <td>...</td>\n",
 2910 |        "      <td>0</td>\n",
 2911 |        "      <td>0</td>\n",
 2912 |        "      <td>0</td>\n",
 2913 |        "      <td>0</td>\n",
 2914 |        "      <td>0</td>\n",
 2915 |        "      <td>0</td>\n",
 2916 |        "      <td>0</td>\n",
 2917 |        "      <td>0</td>\n",
 2918 |        "      <td>0</td>\n",
 2919 |        "      <td>1</td>\n",
 2920 |        "    </tr>\n",
 2921 |        "    <tr>\n",
 2922 |        "      <th>1</th>\n",
 2923 |        "      <td>480.968</td>\n",
 2924 |        "      <td>1</td>\n",
 2925 |        "      <td>0</td>\n",
 2926 |        "      <td>0</td>\n",
 2927 |        "      <td>0</td>\n",
 2928 |        "      <td>0</td>\n",
 2929 |        "      <td>0</td>\n",
 2930 |        "      <td>0</td>\n",
 2931 |        "      <td>1</td>\n",
 2932 |        "      <td>0</td>\n",
 2933 |        "      <td>...</td>\n",
 2934 |        "      <td>0</td>\n",
 2935 |        "      <td>0</td>\n",
 2936 |        "      <td>0</td>\n",
 2937 |        "      <td>0</td>\n",
 2938 |        "      <td>0</td>\n",
 2939 |        "      <td>0</td>\n",
 2940 |        "      <td>0</td>\n",
 2941 |        "      <td>0</td>\n",
 2942 |        "      <td>0</td>\n",
 2943 |        "      <td>1</td>\n",
 2944 |        "    </tr>\n",
 2945 |        "    <tr>\n",
 2946 |        "      <th>2</th>\n",
 2947 |        "      <td>650.820</td>\n",
 2948 |        "      <td>1</td>\n",
 2949 |        "      <td>0</td>\n",
 2950 |        "      <td>0</td>\n",
 2951 |        "      <td>0</td>\n",
 2952 |        "      <td>0</td>\n",
 2953 |        "      <td>0</td>\n",
 2954 |        "      <td>0</td>\n",
 2955 |        "      <td>1</td>\n",
 2956 |        "      <td>0</td>\n",
 2957 |        "      <td>...</td>\n",
 2958 |        "      <td>0</td>\n",
 2959 |        "      <td>0</td>\n",
 2960 |        "      <td>0</td>\n",
 2961 |        "      <td>0</td>\n",
 2962 |        "      <td>0</td>\n",
 2963 |        "      <td>0</td>\n",
 2964 |        "      <td>0</td>\n",
 2965 |        "      <td>0</td>\n",
 2966 |        "      <td>0</td>\n",
 2967 |        "      <td>1</td>\n",
 2968 |        "    </tr>\n",
 2969 |        "    <tr>\n",
 2970 |        "      <th>3</th>\n",
 2971 |        "      <td>339.360</td>\n",
 2972 |        "      <td>1</td>\n",
 2973 |        "      <td>0</td>\n",
 2974 |        "      <td>0</td>\n",
 2975 |        "      <td>0</td>\n",
 2976 |        "      <td>0</td>\n",
 2977 |        "      <td>0</td>\n",
 2978 |        "      <td>0</td>\n",
 2979 |        "      <td>1</td>\n",
 2980 |        "      <td>0</td>\n",
 2981 |        "      <td>...</td>\n",
 2982 |        "      <td>0</td>\n",
 2983 |        "      <td>0</td>\n",
 2984 |        "      <td>0</td>\n",
 2985 |        "      <td>0</td>\n",
 2986 |        "      <td>0</td>\n",
 2987 |        "      <td>0</td>\n",
 2988 |        "      <td>0</td>\n",
 2989 |        "      <td>0</td>\n",
 2990 |        "      <td>0</td>\n",
 2991 |        "      <td>1</td>\n",
 2992 |        "    </tr>\n",
 2993 |        "    <tr>\n",
 2994 |        "      <th>4</th>\n",
 2995 |        "      <td>1125.328</td>\n",
 2996 |        "      <td>1</td>\n",
 2997 |        "      <td>0</td>\n",
 2998 |        "      <td>0</td>\n",
 2999 |        "      <td>0</td>\n",
 3000 |        "      <td>0</td>\n",
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 3003 |        "      <td>1</td>\n",
 3004 |        "      <td>0</td>\n",
 3005 |        "      <td>...</td>\n",
 3006 |        "      <td>0</td>\n",
 3007 |        "      <td>0</td>\n",
 3008 |        "      <td>0</td>\n",
 3009 |        "      <td>0</td>\n",
 3010 |        "      <td>0</td>\n",
 3011 |        "      <td>0</td>\n",
 3012 |        "      <td>0</td>\n",
 3013 |        "      <td>1</td>\n",
 3014 |        "      <td>0</td>\n",
 3015 |        "      <td>0</td>\n",
 3016 |        "    </tr>\n",
 3017 |        "    <tr>\n",
 3018 |        "      <th>...</th>\n",
 3019 |        "      <td>...</td>\n",
 3020 |        "      <td>...</td>\n",
 3021 |        "      <td>...</td>\n",
 3022 |        "      <td>...</td>\n",
 3023 |        "      <td>...</td>\n",
 3024 |        "      <td>...</td>\n",
 3025 |        "      <td>...</td>\n",
 3026 |        "      <td>...</td>\n",
 3027 |        "      <td>...</td>\n",
 3028 |        "      <td>...</td>\n",
 3029 |        "      <td>...</td>\n",
 3030 |        "      <td>...</td>\n",
 3031 |        "      <td>...</td>\n",
 3032 |        "      <td>...</td>\n",
 3033 |        "      <td>...</td>\n",
 3034 |        "      <td>...</td>\n",
 3035 |        "      <td>...</td>\n",
 3036 |        "      <td>...</td>\n",
 3037 |        "      <td>...</td>\n",
 3038 |        "      <td>...</td>\n",
 3039 |        "      <td>...</td>\n",
 3040 |        "    </tr>\n",
 3041 |        "    <tr>\n",
 3042 |        "      <th>4207</th>\n",
 3043 |        "      <td>698.121</td>\n",
 3044 |        "      <td>0</td>\n",
 3045 |        "      <td>0</td>\n",
 3046 |        "      <td>1</td>\n",
 3047 |        "      <td>0</td>\n",
 3048 |        "      <td>0</td>\n",
 3049 |        "      <td>1</td>\n",
 3050 |        "      <td>0</td>\n",
 3051 |        "      <td>0</td>\n",
 3052 |        "      <td>0</td>\n",
 3053 |        "      <td>...</td>\n",
 3054 |        "      <td>0</td>\n",
 3055 |        "      <td>1</td>\n",
 3056 |        "      <td>0</td>\n",
 3057 |        "      <td>0</td>\n",
 3058 |        "      <td>0</td>\n",
 3059 |        "      <td>0</td>\n",
 3060 |        "      <td>0</td>\n",
 3061 |        "      <td>1</td>\n",
 3062 |        "      <td>0</td>\n",
 3063 |        "      <td>0</td>\n",
 3064 |        "    </tr>\n",
 3065 |        "    <tr>\n",
 3066 |        "      <th>4208</th>\n",
 3067 |        "      <td>-282.056</td>\n",
 3068 |        "      <td>0</td>\n",
 3069 |        "      <td>0</td>\n",
 3070 |        "      <td>1</td>\n",
 3071 |        "      <td>0</td>\n",
 3072 |        "      <td>0</td>\n",
 3073 |        "      <td>1</td>\n",
 3074 |        "      <td>0</td>\n",
 3075 |        "      <td>0</td>\n",
 3076 |        "      <td>0</td>\n",
 3077 |        "      <td>...</td>\n",
 3078 |        "      <td>0</td>\n",
 3079 |        "      <td>0</td>\n",
 3080 |        "      <td>1</td>\n",
 3081 |        "      <td>0</td>\n",
 3082 |        "      <td>0</td>\n",
 3083 |        "      <td>0</td>\n",
 3084 |        "      <td>1</td>\n",
 3085 |        "      <td>0</td>\n",
 3086 |        "      <td>0</td>\n",
 3087 |        "      <td>0</td>\n",
 3088 |        "    </tr>\n",
 3089 |        "    <tr>\n",
 3090 |        "      <th>4209</th>\n",
 3091 |        "      <td>537.478</td>\n",
 3092 |        "      <td>0</td>\n",
 3093 |        "      <td>0</td>\n",
 3094 |        "      <td>1</td>\n",
 3095 |        "      <td>0</td>\n",
 3096 |        "      <td>0</td>\n",
 3097 |        "      <td>1</td>\n",
 3098 |        "      <td>0</td>\n",
 3099 |        "      <td>0</td>\n",
 3100 |        "      <td>0</td>\n",
 3101 |        "      <td>...</td>\n",
 3102 |        "      <td>0</td>\n",
 3103 |        "      <td>0</td>\n",
 3104 |        "      <td>0</td>\n",
 3105 |        "      <td>1</td>\n",
 3106 |        "      <td>0</td>\n",
 3107 |        "      <td>0</td>\n",
 3108 |        "      <td>1</td>\n",
 3109 |        "      <td>0</td>\n",
 3110 |        "      <td>0</td>\n",
 3111 |        "      <td>0</td>\n",
 3112 |        "    </tr>\n",
 3113 |        "    <tr>\n",
 3114 |        "      <th>4210</th>\n",
 3115 |        "      <td>1152.680</td>\n",
 3116 |        "      <td>0</td>\n",
 3117 |        "      <td>0</td>\n",
 3118 |        "      <td>1</td>\n",
 3119 |        "      <td>0</td>\n",
 3120 |        "      <td>0</td>\n",
 3121 |        "      <td>1</td>\n",
 3122 |        "      <td>0</td>\n",
 3123 |        "      <td>0</td>\n",
 3124 |        "      <td>0</td>\n",
 3125 |        "      <td>...</td>\n",
 3126 |        "      <td>0</td>\n",
 3127 |        "      <td>0</td>\n",
 3128 |        "      <td>0</td>\n",
 3129 |        "      <td>0</td>\n",
 3130 |        "      <td>1</td>\n",
 3131 |        "      <td>0</td>\n",
 3132 |        "      <td>1</td>\n",
 3133 |        "      <td>0</td>\n",
 3134 |        "      <td>0</td>\n",
 3135 |        "      <td>0</td>\n",
 3136 |        "    </tr>\n",
 3137 |        "    <tr>\n",
 3138 |        "      <th>4211</th>\n",
 3139 |        "      <td>-1020.000</td>\n",
 3140 |        "      <td>0</td>\n",
 3141 |        "      <td>0</td>\n",
 3142 |        "      <td>1</td>\n",
 3143 |        "      <td>0</td>\n",
 3144 |        "      <td>0</td>\n",
 3145 |        "      <td>1</td>\n",
 3146 |        "      <td>0</td>\n",
 3147 |        "      <td>0</td>\n",
 3148 |        "      <td>0</td>\n",
 3149 |        "      <td>...</td>\n",
 3150 |        "      <td>0</td>\n",
 3151 |        "      <td>0</td>\n",
 3152 |        "      <td>0</td>\n",
 3153 |        "      <td>0</td>\n",
 3154 |        "      <td>0</td>\n",
 3155 |        "      <td>1</td>\n",
 3156 |        "      <td>0</td>\n",
 3157 |        "      <td>0</td>\n",
 3158 |        "      <td>1</td>\n",
 3159 |        "      <td>0</td>\n",
 3160 |        "    </tr>\n",
 3161 |        "  </tbody>\n",
 3162 |        "</table>\n",
 3163 |        "<p>4212 rows × 42 columns</p>\n",
 3164 |        "</div>"
 3165 |       ],
 3166 |       "text/plain": [
 3167 |        "        Amount  Year_2019  Year_2020  Year_2021  Month_Apr  Month_Aug  \\\n",
 3168 |        "0     1344.051          1          0          0          0          0   \n",
 3169 |        "1      480.968          1          0          0          0          0   \n",
 3170 |        "2      650.820          1          0          0          0          0   \n",
 3171 |        "3      339.360          1          0          0          0          0   \n",
 3172 |        "4     1125.328          1          0          0          0          0   \n",
 3173 |        "...        ...        ...        ...        ...        ...        ...   \n",
 3174 |        "4207   698.121          0          0          1          0          0   \n",
 3175 |        "4208  -282.056          0          0          1          0          0   \n",
 3176 |        "4209   537.478          0          0          1          0          0   \n",
 3177 |        "4210  1152.680          0          0          1          0          0   \n",
 3178 |        "4211 -1020.000          0          0          1          0          0   \n",
 3179 |        "\n",
 3180 |        "      Month_Dec  Month_Feb  Month_Jan  Month_Jul  ...  Account_ACC2000003  \\\n",
 3181 |        "0             0          0          1          0  ...                   0   \n",
 3182 |        "1             0          0          1          0  ...                   0   \n",
 3183 |        "2             0          0          1          0  ...                   0   \n",
 3184 |        "3             0          0          1          0  ...                   0   \n",
 3185 |        "4             0          0          1          0  ...                   0   \n",
 3186 |        "...         ...        ...        ...        ...  ...                 ...   \n",
 3187 |        "4207          1          0          0          0  ...                   0   \n",
 3188 |        "4208          1          0          0          0  ...                   0   \n",
 3189 |        "4209          1          0          0          0  ...                   0   \n",
 3190 |        "4210          1          0          0          0  ...                   0   \n",
 3191 |        "4211          1          0          0          0  ...                   0   \n",
 3192 |        "\n",
 3193 |        "      Account_ACC2000005  Account_ACC3000000  Account_ACC3000001  \\\n",
 3194 |        "0                      0                   0                   0   \n",
 3195 |        "1                      0                   0                   0   \n",
 3196 |        "2                      0                   0                   0   \n",
 3197 |        "3                      0                   0                   0   \n",
 3198 |        "4                      0                   0                   0   \n",
 3199 |        "...                  ...                 ...                 ...   \n",
 3200 |        "4207                   1                   0                   0   \n",
 3201 |        "4208                   0                   1                   0   \n",
 3202 |        "4209                   0                   0                   1   \n",
 3203 |        "4210                   0                   0                   0   \n",
 3204 |        "4211                   0                   0                   0   \n",
 3205 |        "\n",
 3206 |        "      Account_ACC3000002  Account_ACC4000001  Account Type_Asset  \\\n",
 3207 |        "0                      0                   0                   0   \n",
 3208 |        "1                      0                   0                   0   \n",
 3209 |        "2                      0                   0                   0   \n",
 3210 |        "3                      0                   0                   0   \n",
 3211 |        "4                      0                   0                   0   \n",
 3212 |        "...                  ...                 ...                 ...   \n",
 3213 |        "4207                   0                   0                   0   \n",
 3214 |        "4208                   0                   0                   1   \n",
 3215 |        "4209                   0                   0                   1   \n",
 3216 |        "4210                   1                   0                   1   \n",
 3217 |        "4211                   0                   1                   0   \n",
 3218 |        "\n",
 3219 |        "      Account Type_Expense  Account Type_Liability  Account Type_Revenue  \n",
 3220 |        "0                        0                       0                     1  \n",
 3221 |        "1                        0                       0                     1  \n",
 3222 |        "2                        0                       0                     1  \n",
 3223 |        "3                        0                       0                     1  \n",
 3224 |        "4                        1                       0                     0  \n",
 3225 |        "...                    ...                     ...                   ...  \n",
 3226 |        "4207                     1                       0                     0  \n",
 3227 |        "4208                     0                       0                     0  \n",
 3228 |        "4209                     0                       0                     0  \n",
 3229 |        "4210                     0                       0                     0  \n",
 3230 |        "4211                     0                       1                     0  \n",
 3231 |        "\n",
 3232 |        "[4212 rows x 42 columns]"
 3233 |       ]
 3234 |      },
 3235 |      "execution_count": 52,
 3236 |      "metadata": {},
 3237 |      "output_type": "execute_result"
 3238 |     }
 3239 |    ],
 3240 |    "source": [
 3241 |     "pd.get_dummies(df)"
 3242 |    ]
 3243 |   },
 3244 |   {
 3245 |    "cell_type": "code",
 3246 |    "execution_count": 53,
 3247 |    "metadata": {},
 3248 |    "outputs": [],
 3249 |    "source": [
 3250 |     "df = pd.get_dummies(df)"
 3251 |    ]
 3252 |   },
 3253 |   {
 3254 |    "cell_type": "code",
 3255 |    "execution_count": 54,
 3256 |    "metadata": {},
 3257 |    "outputs": [
 3258 |     {
 3259 |      "data": {
 3260 |       "text/html": [
 3261 |        "<div>\n",
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 3264 |        "        vertical-align: middle;\n",
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 3275 |        "<table border=\"1\" class=\"dataframe\">\n",
 3276 |        "  <thead>\n",
 3277 |        "    <tr style=\"text-align: right;\">\n",
 3278 |        "      <th></th>\n",
 3279 |        "      <th>Amount</th>\n",
 3280 |        "      <th>Year_2019</th>\n",
 3281 |        "      <th>Year_2020</th>\n",
 3282 |        "      <th>Year_2021</th>\n",
 3283 |        "      <th>Month_Apr</th>\n",
 3284 |        "      <th>Month_Aug</th>\n",
 3285 |        "      <th>Month_Dec</th>\n",
 3286 |        "      <th>Month_Feb</th>\n",
 3287 |        "      <th>Month_Jan</th>\n",
 3288 |        "      <th>Month_Jul</th>\n",
 3289 |        "      <th>...</th>\n",
 3290 |        "      <th>Account_ACC2000003</th>\n",
 3291 |        "      <th>Account_ACC2000005</th>\n",
 3292 |        "      <th>Account_ACC3000000</th>\n",
 3293 |        "      <th>Account_ACC3000001</th>\n",
 3294 |        "      <th>Account_ACC3000002</th>\n",
 3295 |        "      <th>Account_ACC4000001</th>\n",
 3296 |        "      <th>Account Type_Asset</th>\n",
 3297 |        "      <th>Account Type_Expense</th>\n",
 3298 |        "      <th>Account Type_Liability</th>\n",
 3299 |        "      <th>Account Type_Revenue</th>\n",
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 3324 |        "      <td>0</td>\n",
 3325 |        "      <td>1</td>\n",
 3326 |        "    </tr>\n",
 3327 |        "    <tr>\n",
 3328 |        "      <th>1</th>\n",
 3329 |        "      <td>480.968</td>\n",
 3330 |        "      <td>1</td>\n",
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 3348 |        "      <td>0</td>\n",
 3349 |        "      <td>1</td>\n",
 3350 |        "    </tr>\n",
 3351 |        "    <tr>\n",
 3352 |        "      <th>2</th>\n",
 3353 |        "      <td>650.820</td>\n",
 3354 |        "      <td>1</td>\n",
 3355 |        "      <td>0</td>\n",
 3356 |        "      <td>0</td>\n",
 3357 |        "      <td>0</td>\n",
 3358 |        "      <td>0</td>\n",
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 3360 |        "      <td>0</td>\n",
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 3374 |        "    </tr>\n",
 3375 |        "    <tr>\n",
 3376 |        "      <th>3</th>\n",
 3377 |        "      <td>339.360</td>\n",
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 3395 |        "      <td>0</td>\n",
 3396 |        "      <td>0</td>\n",
 3397 |        "      <td>1</td>\n",
 3398 |        "    </tr>\n",
 3399 |        "    <tr>\n",
 3400 |        "      <th>4</th>\n",
 3401 |        "      <td>1125.328</td>\n",
 3402 |        "      <td>1</td>\n",
 3403 |        "      <td>0</td>\n",
 3404 |        "      <td>0</td>\n",
 3405 |        "      <td>0</td>\n",
 3406 |        "      <td>0</td>\n",
 3407 |        "      <td>0</td>\n",
 3408 |        "      <td>0</td>\n",
 3409 |        "      <td>1</td>\n",
 3410 |        "      <td>0</td>\n",
 3411 |        "      <td>...</td>\n",
 3412 |        "      <td>0</td>\n",
 3413 |        "      <td>0</td>\n",
 3414 |        "      <td>0</td>\n",
 3415 |        "      <td>0</td>\n",
 3416 |        "      <td>0</td>\n",
 3417 |        "      <td>0</td>\n",
 3418 |        "      <td>0</td>\n",
 3419 |        "      <td>1</td>\n",
 3420 |        "      <td>0</td>\n",
 3421 |        "      <td>0</td>\n",
 3422 |        "    </tr>\n",
 3423 |        "  </tbody>\n",
 3424 |        "</table>\n",
 3425 |        "<p>5 rows × 42 columns</p>\n",
 3426 |        "</div>"
 3427 |       ],
 3428 |       "text/plain": [
 3429 |        "     Amount  Year_2019  Year_2020  Year_2021  Month_Apr  Month_Aug  Month_Dec  \\\n",
 3430 |        "0  1344.051          1          0          0          0          0          0   \n",
 3431 |        "1   480.968          1          0          0          0          0          0   \n",
 3432 |        "2   650.820          1          0          0          0          0          0   \n",
 3433 |        "3   339.360          1          0          0          0          0          0   \n",
 3434 |        "4  1125.328          1          0          0          0          0          0   \n",
 3435 |        "\n",
 3436 |        "   Month_Feb  Month_Jan  Month_Jul  ...  Account_ACC2000003  \\\n",
 3437 |        "0          0          1          0  ...                   0   \n",
 3438 |        "1          0          1          0  ...                   0   \n",
 3439 |        "2          0          1          0  ...                   0   \n",
 3440 |        "3          0          1          0  ...                   0   \n",
 3441 |        "4          0          1          0  ...                   0   \n",
 3442 |        "\n",
 3443 |        "   Account_ACC2000005  Account_ACC3000000  Account_ACC3000001  \\\n",
 3444 |        "0                   0                   0                   0   \n",
 3445 |        "1                   0                   0                   0   \n",
 3446 |        "2                   0                   0                   0   \n",
 3447 |        "3                   0                   0                   0   \n",
 3448 |        "4                   0                   0                   0   \n",
 3449 |        "\n",
 3450 |        "   Account_ACC3000002  Account_ACC4000001  Account Type_Asset  \\\n",
 3451 |        "0                   0                   0                   0   \n",
 3452 |        "1                   0                   0                   0   \n",
 3453 |        "2                   0                   0                   0   \n",
 3454 |        "3                   0                   0                   0   \n",
 3455 |        "4                   0                   0                   0   \n",
 3456 |        "\n",
 3457 |        "   Account Type_Expense  Account Type_Liability  Account Type_Revenue  \n",
 3458 |        "0                     0                       0                     1  \n",
 3459 |        "1                     0                       0                     1  \n",
 3460 |        "2                     0                       0                     1  \n",
 3461 |        "3                     0                       0                     1  \n",
 3462 |        "4                     1                       0                     0  \n",
 3463 |        "\n",
 3464 |        "[5 rows x 42 columns]"
 3465 |       ]
 3466 |      },
 3467 |      "execution_count": 54,
 3468 |      "metadata": {},
 3469 |      "output_type": "execute_result"
 3470 |     }
 3471 |    ],
 3472 |    "source": [
 3473 |     "df.head()"
 3474 |    ]
 3475 |   },
 3476 |   {
 3477 |    "cell_type": "code",
 3478 |    "execution_count": 55,
 3479 |    "metadata": {},
 3480 |    "outputs": [
 3481 |     {
 3482 |      "data": {
 3483 |       "text/plain": [
 3484 |        "Amount                    float64\n",
 3485 |        "Year_2019                   uint8\n",
 3486 |        "Year_2020                   uint8\n",
 3487 |        "Year_2021                   uint8\n",
 3488 |        "Month_Apr                   uint8\n",
 3489 |        "Month_Aug                   uint8\n",
 3490 |        "Month_Dec                   uint8\n",
 3491 |        "Month_Feb                   uint8\n",
 3492 |        "Month_Jan                   uint8\n",
 3493 |        "Month_Jul                   uint8\n",
 3494 |        "Month_Jun                   uint8\n",
 3495 |        "Month_Mar                   uint8\n",
 3496 |        "Month_May                   uint8\n",
 3497 |        "Month_Nov                   uint8\n",
 3498 |        "Month_Oct                   uint8\n",
 3499 |        "Month_Sep                   uint8\n",
 3500 |        "Cost Centre_CC100           uint8\n",
 3501 |        "Cost Centre_CC101           uint8\n",
 3502 |        "Cost Centre_CC102           uint8\n",
 3503 |        "Cost Centre_CC200           uint8\n",
 3504 |        "Cost Centre_CC201           uint8\n",
 3505 |        "Cost Centre_CC202           uint8\n",
 3506 |        "Cost Centre_CC300           uint8\n",
 3507 |        "Cost Centre_CC301           uint8\n",
 3508 |        "Cost Centre_CC302           uint8\n",
 3509 |        "Account_ACC1000000          uint8\n",
 3510 |        "Account_ACC1000001          uint8\n",
 3511 |        "Account_ACC1000002          uint8\n",
 3512 |        "Account_ACC1000004          uint8\n",
 3513 |        "Account_ACC2000000          uint8\n",
 3514 |        "Account_ACC2000001          uint8\n",
 3515 |        "Account_ACC2000002          uint8\n",
 3516 |        "Account_ACC2000003          uint8\n",
 3517 |        "Account_ACC2000005          uint8\n",
 3518 |        "Account_ACC3000000          uint8\n",
 3519 |        "Account_ACC3000001          uint8\n",
 3520 |        "Account_ACC3000002          uint8\n",
 3521 |        "Account_ACC4000001          uint8\n",
 3522 |        "Account Type_Asset          uint8\n",
 3523 |        "Account Type_Expense        uint8\n",
 3524 |        "Account Type_Liability      uint8\n",
 3525 |        "Account Type_Revenue        uint8\n",
 3526 |        "dtype: object"
 3527 |       ]
 3528 |      },
 3529 |      "execution_count": 55,
 3530 |      "metadata": {},
 3531 |      "output_type": "execute_result"
 3532 |     }
 3533 |    ],
 3534 |    "source": [
 3535 |     "df.dtypes"
 3536 |    ]
 3537 |   },
 3538 |   {
 3539 |    "cell_type": "markdown",
 3540 |    "metadata": {},
 3541 |    "source": [
 3542 |     "# 4. Modelling"
 3543 |    ]
 3544 |   },
 3545 |   {
 3546 |    "cell_type": "code",
 3547 |    "execution_count": 56,
 3548 |    "metadata": {},
 3549 |    "outputs": [],
 3550 |    "source": [
 3551 |     "X = df.drop('Amount', axis=1)\n",
 3552 |     "y = df['Amount']"
 3553 |    ]
 3554 |   },
 3555 |   {
 3556 |    "cell_type": "code",
 3557 |    "execution_count": 57,
 3558 |    "metadata": {},
 3559 |    "outputs": [],
 3560 |    "source": [
 3561 |     "from sklearn.model_selection import train_test_split"
 3562 |    ]
 3563 |   },
 3564 |   {
 3565 |    "cell_type": "code",
 3566 |    "execution_count": 58,
 3567 |    "metadata": {},
 3568 |    "outputs": [],
 3569 |    "source": [
 3570 |     "X_train, X_test, y_train, y_test = train_test_split(X,y, test_size=0.3, random_state=1234)"
 3571 |    ]
 3572 |   },
 3573 |   {
 3574 |    "cell_type": "code",
 3575 |    "execution_count": 59,
 3576 |    "metadata": {},
 3577 |    "outputs": [
 3578 |     {
 3579 |      "name": "stdout",
 3580 |      "output_type": "stream",
 3581 |      "text": [
 3582 |       "(2948, 41) (1264, 41) (2948,) (1264,)\n"
 3583 |      ]
 3584 |     }
 3585 |    ],
 3586 |    "source": [
 3587 |     "print(X_train.shape, X_test.shape, y_train.shape, y_test.shape)"
 3588 |    ]
 3589 |   },
 3590 |   {
 3591 |    "cell_type": "markdown",
 3592 |    "metadata": {},
 3593 |    "source": [
 3594 |     "### Import Dependencies"
 3595 |    ]
 3596 |   },
 3597 |   {
 3598 |    "cell_type": "code",
 3599 |    "execution_count": 60,
 3600 |    "metadata": {},
 3601 |    "outputs": [],
 3602 |    "source": [
 3603 |     "from sklearn.pipeline import make_pipeline\n",
 3604 |     "from sklearn.linear_model import Ridge, Lasso, ElasticNet\n",
 3605 |     "from sklearn.ensemble import RandomForestRegressor, GradientBoostingRegressor"
 3606 |    ]
 3607 |   },
 3608 |   {
 3609 |    "cell_type": "code",
 3610 |    "execution_count": 61,
 3611 |    "metadata": {},
 3612 |    "outputs": [],
 3613 |    "source": [
 3614 |     "pipelines = {\n",
 3615 |     "    'rf':make_pipeline(RandomForestRegressor(random_state=1234)),\n",
 3616 |     "    'gb':make_pipeline(GradientBoostingRegressor(random_state=1234)),\n",
 3617 |     "    'ridge':make_pipeline(Ridge(random_state=1234)),\n",
 3618 |     "    'lasso':make_pipeline(Lasso(random_state=1234)),\n",
 3619 |     "    'enet':make_pipeline(ElasticNet(random_state=1234)),\n",
 3620 |     "}"
 3621 |    ]
 3622 |   },
 3623 |   {
 3624 |    "cell_type": "code",
 3625 |    "execution_count": 62,
 3626 |    "metadata": {},
 3627 |    "outputs": [
 3628 |     {
 3629 |      "data": {
 3630 |       "text/plain": [
 3631 |        "{'bootstrap': True,\n",
 3632 |        " 'ccp_alpha': 0.0,\n",
 3633 |        " 'criterion': 'mse',\n",
 3634 |        " 'max_depth': None,\n",
 3635 |        " 'max_features': 'auto',\n",
 3636 |        " 'max_leaf_nodes': None,\n",
 3637 |        " 'max_samples': None,\n",
 3638 |        " 'min_impurity_decrease': 0.0,\n",
 3639 |        " 'min_impurity_split': None,\n",
 3640 |        " 'min_samples_leaf': 1,\n",
 3641 |        " 'min_samples_split': 2,\n",
 3642 |        " 'min_weight_fraction_leaf': 0.0,\n",
 3643 |        " 'n_estimators': 100,\n",
 3644 |        " 'n_jobs': None,\n",
 3645 |        " 'oob_score': False,\n",
 3646 |        " 'random_state': None,\n",
 3647 |        " 'verbose': 0,\n",
 3648 |        " 'warm_start': False}"
 3649 |       ]
 3650 |      },
 3651 |      "execution_count": 62,
 3652 |      "metadata": {},
 3653 |      "output_type": "execute_result"
 3654 |     }
 3655 |    ],
 3656 |    "source": [
 3657 |     "RandomForestRegressor().get_params()"
 3658 |    ]
 3659 |   },
 3660 |   {
 3661 |    "cell_type": "code",
 3662 |    "execution_count": 63,
 3663 |    "metadata": {},
 3664 |    "outputs": [],
 3665 |    "source": [
 3666 |     "hypergrid = {\n",
 3667 |     "    'rf': {\n",
 3668 |     "        'randomforestregressor__min_samples_split':[2,4,6],\n",
 3669 |     "        'randomforestregressor__min_samples_leaf':[1,2,3]\n",
 3670 |     "    },\n",
 3671 |     "    'gb':{\n",
 3672 |     "        'gradientboostingregressor__alpha':[0.001, 0.005, 0.01, 0.05, 0.1, 0.5, 0.99]\n",
 3673 |     "    },\n",
 3674 |     "    'ridge':{\n",
 3675 |     "        'ridge__alpha':[0.001, 0.005, 0.01, 0.05, 0.1, 0.5, 0.99]\n",
 3676 |     "    },\n",
 3677 |     "    'lasso':{\n",
 3678 |     "        'lasso__alpha':[0.001, 0.005, 0.01, 0.05, 0.1, 0.5, 0.99]\n",
 3679 |     "    },\n",
 3680 |     "    'enet':{\n",
 3681 |     "        'elasticnet__alpha':[0.001, 0.005, 0.01, 0.05, 0.1, 0.5, 0.99]\n",
 3682 |     "    }\n",
 3683 |     "}"
 3684 |    ]
 3685 |   },
 3686 |   {
 3687 |    "cell_type": "code",
 3688 |    "execution_count": 64,
 3689 |    "metadata": {},
 3690 |    "outputs": [],
 3691 |    "source": [
 3692 |     "from sklearn.model_selection import GridSearchCV\n",
 3693 |     "from sklearn.exceptions import NotFittedError"
 3694 |    ]
 3695 |   },
 3696 |   {
 3697 |    "cell_type": "code",
 3698 |    "execution_count": 65,
 3699 |    "metadata": {
 3700 |     "scrolled": true
 3701 |    },
 3702 |    "outputs": [
 3703 |     {
 3704 |      "name": "stdout",
 3705 |      "output_type": "stream",
 3706 |      "text": [
 3707 |       "Starting training for rf.\n",
 3708 |       "rf has been successfully fit.\n",
 3709 |       "Starting training for gb.\n",
 3710 |       "gb has been successfully fit.\n",
 3711 |       "Starting training for ridge.\n",
 3712 |       "ridge has been successfully fit.\n",
 3713 |       "Starting training for lasso.\n"
 3714 |      ]
 3715 |     },
 3716 |     {
 3717 |      "name": "stderr",
 3718 |      "output_type": "stream",
 3719 |      "text": [
 3720 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32912077.594811767, tolerance: 66727.31066691346\n",
 3721 |       "  positive)\n",
 3722 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32236266.208434165, tolerance: 65186.28974887403\n",
 3723 |       "  positive)\n",
 3724 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34262315.47852674, tolerance: 66927.86164177206\n",
 3725 |       "  positive)\n",
 3726 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32445387.177417397, tolerance: 64107.871827960174\n",
 3727 |       "  positive)\n",
 3728 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31783240.100905925, tolerance: 64574.117990901796\n",
 3729 |       "  positive)\n",
 3730 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33871105.83008587, tolerance: 65196.56089192001\n",
 3731 |       "  positive)\n",
 3732 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33824166.19584653, tolerance: 66175.26458745185\n",
 3733 |       "  positive)\n",
 3734 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33228389.910865307, tolerance: 65614.43997345208\n",
 3735 |       "  positive)\n",
 3736 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33182111.916845024, tolerance: 65730.7193031748\n",
 3737 |       "  positive)\n",
 3738 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33091541.159242004, tolerance: 64605.51858936332\n",
 3739 |       "  positive)\n",
 3740 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14009248.414907157, tolerance: 66727.31066691346\n",
 3741 |       "  positive)\n",
 3742 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14447315.497143328, tolerance: 65186.28974887403\n",
 3743 |       "  positive)\n",
 3744 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 42966826.66467711, tolerance: 66927.86164177206\n",
 3745 |       "  positive)\n",
 3746 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14729463.3259933, tolerance: 64107.871827960174\n",
 3747 |       "  positive)\n",
 3748 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4325425.38005811, tolerance: 64574.117990901796\n",
 3749 |       "  positive)\n",
 3750 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15599338.540082812, tolerance: 65196.56089192001\n",
 3751 |       "  positive)\n",
 3752 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15374130.58523041, tolerance: 66175.26458745185\n",
 3753 |       "  positive)\n",
 3754 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14847407.574154913, tolerance: 65614.43997345208\n",
 3755 |       "  positive)\n",
 3756 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15036514.84876597, tolerance: 65730.7193031748\n",
 3757 |       "  positive)\n",
 3758 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15029720.389099836, tolerance: 64605.51858936332\n",
 3759 |       "  positive)\n",
 3760 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8781348.269727588, tolerance: 66727.31066691346\n",
 3761 |       "  positive)\n",
 3762 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8958988.138695061, tolerance: 65186.28974887403\n",
 3763 |       "  positive)\n",
 3764 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2930375.644664228, tolerance: 66927.86164177206\n",
 3765 |       "  positive)\n",
 3766 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8756749.721785784, tolerance: 64107.871827960174\n",
 3767 |       "  positive)\n",
 3768 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9211723.400284827, tolerance: 64574.117990901796\n",
 3769 |       "  positive)\n",
 3770 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9137218.91477549, tolerance: 65196.56089192001\n",
 3771 |       "  positive)\n",
 3772 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2755261.075237274, tolerance: 66175.26458745185\n",
 3773 |       "  positive)\n",
 3774 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8648896.1838997, tolerance: 65614.43997345208\n",
 3775 |       "  positive)\n",
 3776 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8911802.368447661, tolerance: 65730.7193031748\n",
 3777 |       "  positive)\n",
 3778 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8711701.116988182, tolerance: 64605.51858936332\n",
 3779 |       "  positive)\n"
 3780 |      ]
 3781 |     },
 3782 |     {
 3783 |      "name": "stdout",
 3784 |      "output_type": "stream",
 3785 |      "text": [
 3786 |       "lasso has been successfully fit.\n",
 3787 |       "Starting training for enet.\n"
 3788 |      ]
 3789 |     },
 3790 |     {
 3791 |      "name": "stderr",
 3792 |      "output_type": "stream",
 3793 |      "text": [
 3794 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27501027.92353964, tolerance: 66727.31066691346\n",
 3795 |       "  positive)\n",
 3796 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26453067.354106188, tolerance: 65186.28974887403\n",
 3797 |       "  positive)\n",
 3798 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29634063.022437125, tolerance: 66927.86164177206\n",
 3799 |       "  positive)\n",
 3800 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26945762.587999016, tolerance: 64107.871827960174\n",
 3801 |       "  positive)\n",
 3802 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25808005.94862157, tolerance: 64574.117990901796\n",
 3803 |       "  positive)\n",
 3804 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29002354.098941565, tolerance: 65196.56089192001\n",
 3805 |       "  positive)\n",
 3806 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27707541.152206182, tolerance: 66175.26458745185\n",
 3807 |       "  positive)\n",
 3808 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25768989.923121035, tolerance: 65614.43997345208\n",
 3809 |       "  positive)\n",
 3810 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27349218.066729605, tolerance: 65730.7193031748\n",
 3811 |       "  positive)\n",
 3812 |       "/Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages/sklearn/linear_model/_coordinate_descent.py:531: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26527180.373240083, tolerance: 64605.51858936332\n",
 3813 |       "  positive)\n"
 3814 |      ]
 3815 |     },
 3816 |     {
 3817 |      "name": "stdout",
 3818 |      "output_type": "stream",
 3819 |      "text": [
 3820 |       "enet has been successfully fit.\n"
 3821 |      ]
 3822 |     }
 3823 |    ],
 3824 |    "source": [
 3825 |     "fit_models = {}\n",
 3826 |     "for algo, pipeline in pipelines.items():\n",
 3827 |     "    model = GridSearchCV(pipeline, hypergrid[algo], cv=10, n_jobs=1)\n",
 3828 |     "    try:\n",
 3829 |     "        print('Starting training for {}.'.format(algo))\n",
 3830 |     "        model.fit(X_train, y_train)\n",
 3831 |     "        fit_models[algo] = model\n",
 3832 |     "        print('{} has been successfully fit.'.format(algo))\n",
 3833 |     "    except NotFittedError as e:\n",
 3834 |     "        print(repr(e))"
 3835 |    ]
 3836 |   },
 3837 |   {
 3838 |    "cell_type": "code",
 3839 |    "execution_count": 66,
 3840 |    "metadata": {},
 3841 |    "outputs": [
 3842 |     {
 3843 |      "data": {
 3844 |       "text/plain": [
 3845 |        "array([ 526.45072362,  508.65685547,  465.37890944, ..., -297.09355664,\n",
 3846 |        "        708.13679594,  621.74398962])"
 3847 |       ]
 3848 |      },
 3849 |      "execution_count": 66,
 3850 |      "metadata": {},
 3851 |      "output_type": "execute_result"
 3852 |     }
 3853 |    ],
 3854 |    "source": [
 3855 |     "fit_models['ridge'].predict(X_test)"
 3856 |    ]
 3857 |   },
 3858 |   {
 3859 |    "cell_type": "markdown",
 3860 |    "metadata": {},
 3861 |    "source": [
 3862 |     "# 5. Evaluation"
 3863 |    ]
 3864 |   },
 3865 |   {
 3866 |    "cell_type": "code",
 3867 |    "execution_count": 67,
 3868 |    "metadata": {},
 3869 |    "outputs": [],
 3870 |    "source": [
 3871 |     "from sklearn.metrics import r2_score, mean_absolute_error"
 3872 |    ]
 3873 |   },
 3874 |   {
 3875 |    "cell_type": "code",
 3876 |    "execution_count": 68,
 3877 |    "metadata": {},
 3878 |    "outputs": [
 3879 |     {
 3880 |      "name": "stdout",
 3881 |      "output_type": "stream",
 3882 |      "text": [
 3883 |       "rf scores - R2:0.9332613193406524 MAE:76.73422887658229\n",
 3884 |       "gb scores - R2:0.6353516501682552 MAE:190.8419509203904\n",
 3885 |       "ridge scores - R2:0.5093625023110631 MAE:224.8870632810304\n",
 3886 |       "lasso scores - R2:0.509750861393047 MAE:224.4782275114179\n",
 3887 |       "enet scores - R2:0.5086617173444186 MAE:225.02988780517327\n"
 3888 |      ]
 3889 |     }
 3890 |    ],
 3891 |    "source": [
 3892 |     "for algo,model in fit_models.items():\n",
 3893 |     "    yhat = model.predict(X_test)\n",
 3894 |     "    print('{} scores - R2:{} MAE:{}'.format(algo, r2_score(y_test, yhat), mean_absolute_error(y_test, yhat)))"
 3895 |    ]
 3896 |   },
 3897 |   {
 3898 |    "cell_type": "code",
 3899 |    "execution_count": 69,
 3900 |    "metadata": {},
 3901 |    "outputs": [],
 3902 |    "source": [
 3903 |     "best_model = fit_models['rf']"
 3904 |    ]
 3905 |   },
 3906 |   {
 3907 |    "cell_type": "code",
 3908 |    "execution_count": 70,
 3909 |    "metadata": {},
 3910 |    "outputs": [
 3911 |     {
 3912 |      "data": {
 3913 |       "text/plain": [
 3914 |        "GridSearchCV(cv=10,\n",
 3915 |        "             estimator=Pipeline(steps=[('randomforestregressor',\n",
 3916 |        "                                        RandomForestRegressor(random_state=1234))]),\n",
 3917 |        "             n_jobs=1,\n",
 3918 |        "             param_grid={'randomforestregressor__min_samples_leaf': [1, 2, 3],\n",
 3919 |        "                         'randomforestregressor__min_samples_split': [2, 4, 6]})"
 3920 |       ]
 3921 |      },
 3922 |      "execution_count": 70,
 3923 |      "metadata": {},
 3924 |      "output_type": "execute_result"
 3925 |     }
 3926 |    ],
 3927 |    "source": [
 3928 |     "best_model"
 3929 |    ]
 3930 |   },
 3931 |   {
 3932 |    "cell_type": "markdown",
 3933 |    "metadata": {},
 3934 |    "source": [
 3935 |     "# 6. Deployment"
 3936 |    ]
 3937 |   },
 3938 |   {
 3939 |    "cell_type": "markdown",
 3940 |    "metadata": {},
 3941 |    "source": [
 3942 |     "- URLS\n",
 3943 |     "    - Dallas: https://us-south.ml.cloud.ibm.com, \n",
 3944 |     "    - London - https://eu-gb.ml.cloud.ibm.com, \n",
 3945 |     "    - Frankfurt - https://eu-de.ml.cloud.ibm.com, \n",
 3946 |     "    - Tokyo - https://jp-tok.ml.cloud.ibm.com"
 3947 |    ]
 3948 |   },
 3949 |   {
 3950 |    "cell_type": "markdown",
 3951 |    "metadata": {},
 3952 |    "source": [
 3953 |     "## 6.1 Import and Install dependencies"
 3954 |    ]
 3955 |   },
 3956 |   {
 3957 |    "cell_type": "code",
 3958 |    "execution_count": 135,
 3959 |    "metadata": {
 3960 |     "collapsed": true
 3961 |    },
 3962 |    "outputs": [
 3963 |     {
 3964 |      "name": "stdout",
 3965 |      "output_type": "stream",
 3966 |      "text": [
 3967 |       "Requirement already up-to-date: ibm-watson-machine-learning in /Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages (1.0.45)\n",
 3968 |       "Requirement already satisfied, skipping upgrade: ibm-cos-sdk==2.7.* in /Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages (from ibm-watson-machine-learning) (2.7.0)\n",
 3969 |       "Requirement already satisfied, skipping upgrade: urllib3 in /Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages (from ibm-watson-machine-learning) (1.24.2)\n",
 3970 |       "Requirement already satisfied, skipping upgrade: lomond in /Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages (from ibm-watson-machine-learning) (0.3.3)\n",
 3971 |       "Requirement already satisfied, skipping upgrade: tabulate in /Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages (from ibm-watson-machine-learning) (0.8.7)\n",
 3972 |       "Requirement already satisfied, skipping upgrade: pandas<=1.0.5 in /Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages (from ibm-watson-machine-learning) (1.0.5)\n",
 3973 |       "Requirement already satisfied, skipping upgrade: requests in /Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages (from ibm-watson-machine-learning) (2.24.0)\n",
 3974 |       "Requirement already satisfied, skipping upgrade: certifi in /Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages (from ibm-watson-machine-learning) (2019.9.11)\n",
 3975 |       "Requirement already satisfied, skipping upgrade: ibm-cos-sdk-s3transfer==2.7.0 in /Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages (from ibm-cos-sdk==2.7.*->ibm-watson-machine-learning) (2.7.0)\n",
 3976 |       "Requirement already satisfied, skipping upgrade: ibm-cos-sdk-core==2.7.0 in /Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages (from ibm-cos-sdk==2.7.*->ibm-watson-machine-learning) (2.7.0)\n",
 3977 |       "Requirement already satisfied, skipping upgrade: jmespath<1.0.0,>=0.7.1 in /Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages (from ibm-cos-sdk==2.7.*->ibm-watson-machine-learning) (0.10.0)\n",
 3978 |       "Requirement already satisfied, skipping upgrade: six>=1.10.0 in /Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages (from lomond->ibm-watson-machine-learning) (1.15.0)\n",
 3979 |       "Requirement already satisfied, skipping upgrade: numpy>=1.13.3 in /Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages (from pandas<=1.0.5->ibm-watson-machine-learning) (1.17.2)\n",
 3980 |       "Requirement already satisfied, skipping upgrade: python-dateutil>=2.6.1 in /Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages (from pandas<=1.0.5->ibm-watson-machine-learning) (2.8.0)\n",
 3981 |       "Requirement already satisfied, skipping upgrade: pytz>=2017.2 in /Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages (from pandas<=1.0.5->ibm-watson-machine-learning) (2019.3)\n",
 3982 |       "Requirement already satisfied, skipping upgrade: chardet<4,>=3.0.2 in /Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages (from requests->ibm-watson-machine-learning) (3.0.4)\n",
 3983 |       "Requirement already satisfied, skipping upgrade: idna<3,>=2.5 in /Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages (from requests->ibm-watson-machine-learning) (2.8)\n",
 3984 |       "Requirement already satisfied, skipping upgrade: docutils<0.16,>=0.10 in /Users/nicholasrenotte/opt/anaconda3/lib/python3.7/site-packages (from ibm-cos-sdk-core==2.7.0->ibm-cos-sdk==2.7.*->ibm-watson-machine-learning) (0.15.2)\n"
 3985 |      ]
 3986 |     }
 3987 |    ],
 3988 |    "source": [
 3989 |     "!pip install -U ibm-watson-machine-learning"
 3990 |    ]
 3991 |   },
 3992 |   {
 3993 |    "cell_type": "code",
 3994 |    "execution_count": 71,
 3995 |    "metadata": {},
 3996 |    "outputs": [],
 3997 |    "source": [
 3998 |     "from ibm_watson_machine_learning import APIClient\n",
 3999 |     "import json\n",
 4000 |     "import numpy as np"
 4001 |    ]
 4002 |   },
 4003 |   {
 4004 |    "cell_type": "markdown",
 4005 |    "metadata": {},
 4006 |    "source": [
 4007 |     "## 6.2 Authenticate and Set Space"
 4008 |    ]
 4009 |   },
 4010 |   {
 4011 |    "cell_type": "code",
 4012 |    "execution_count": null,
 4013 |    "metadata": {},
 4014 |    "outputs": [],
 4015 |    "source": [
 4016 |     "wml_credentials = {\n",
 4017 |     "    \"apikey\":\"YOUR CLOUD API KEY\",\n",
 4018 |     "    \"url\":\"WML URL FROM ABOVE\"\n",
 4019 |     "}"
 4020 |    ]
 4021 |   },
 4022 |   {
 4023 |    "cell_type": "code",
 4024 |    "execution_count": null,
 4025 |    "metadata": {},
 4026 |    "outputs": [],
 4027 |    "source": [
 4028 |     "wml_client = APIClient(wml_credentials)\n",
 4029 |     "wml_client.spaces.list()"
 4030 |    ]
 4031 |   },
 4032 |   {
 4033 |    "cell_type": "code",
 4034 |    "execution_count": 83,
 4035 |    "metadata": {},
 4036 |    "outputs": [],
 4037 |    "source": [
 4038 |     "SPACE_ID=\"YOUR SPACE ID\""
 4039 |    ]
 4040 |   },
 4041 |   {
 4042 |    "cell_type": "code",
 4043 |    "execution_count": 84,
 4044 |    "metadata": {},
 4045 |    "outputs": [
 4046 |     {
 4047 |      "data": {
 4048 |       "text/plain": [
 4049 |        "'SUCCESS'"
 4050 |       ]
 4051 |      },
 4052 |      "execution_count": 84,
 4053 |      "metadata": {},
 4054 |      "output_type": "execute_result"
 4055 |     }
 4056 |    ],
 4057 |    "source": [
 4058 |     "wml_client.set.default_space(SPACE_ID)"
 4059 |    ]
 4060 |   },
 4061 |   {
 4062 |    "cell_type": "markdown",
 4063 |    "metadata": {},
 4064 |    "source": [
 4065 |     "## 6.3 Save and Deploy Model"
 4066 |    ]
 4067 |   },
 4068 |   {
 4069 |    "cell_type": "code",
 4070 |    "execution_count": 85,
 4071 |    "metadata": {},
 4072 |    "outputs": [],
 4073 |    "source": [
 4074 |     "MODEL_NAME = 'Sklearn Forecast'\n",
 4075 |     "DEPLOYMENT_NAME = 'Sklearn Deployment'\n",
 4076 |     "BEST_MODEL = best_model"
 4077 |    ]
 4078 |   },
 4079 |   {
 4080 |    "cell_type": "code",
 4081 |    "execution_count": 86,
 4082 |    "metadata": {},
 4083 |    "outputs": [],
 4084 |    "source": [
 4085 |     "# Set Python Version\n",
 4086 |     "software_spec_uid = wml_client.software_specifications.get_id_by_name('default_py3.7')\n",
 4087 |     "\n",
 4088 |     "# Setup model meta\n",
 4089 |     "model_props = {\n",
 4090 |     "    wml_client.repository.ModelMetaNames.NAME: MODEL_NAME, \n",
 4091 |     "    wml_client.repository.ModelMetaNames.TYPE: 'scikit-learn_0.23', \n",
 4092 |     "    wml_client.repository.ModelMetaNames.SOFTWARE_SPEC_UID: software_spec_uid \n",
 4093 |     "}\n",
 4094 |     "\n",
 4095 |     "#Save model\n",
 4096 |     "model_details = wml_client.repository.store_model(\n",
 4097 |     "    model=BEST_MODEL, \n",
 4098 |     "    meta_props=model_props, \n",
 4099 |     "    training_data=X_train.head(), \n",
 4100 |     "    training_target=y_train.head()\n",
 4101 |     ")"
 4102 |    ]
 4103 |   },
 4104 |   {
 4105 |    "cell_type": "code",
 4106 |    "execution_count": null,
 4107 |    "metadata": {
 4108 |     "scrolled": true
 4109 |    },
 4110 |    "outputs": [],
 4111 |    "source": [
 4112 |     "model_details"
 4113 |    ]
 4114 |   },
 4115 |   {
 4116 |    "cell_type": "code",
 4117 |    "execution_count": null,
 4118 |    "metadata": {},
 4119 |    "outputs": [],
 4120 |    "source": [
 4121 |     "model_uid = wml_client.repository.get_model_uid(model_details); model_uid"
 4122 |    ]
 4123 |   },
 4124 |   {
 4125 |    "cell_type": "code",
 4126 |    "execution_count": null,
 4127 |    "metadata": {},
 4128 |    "outputs": [],
 4129 |    "source": [
 4130 |     "# Set meta\n",
 4131 |     "deployment_props = {\n",
 4132 |     "    wml_client.deployments.ConfigurationMetaNames.NAME:DEPLOYMENT_NAME, \n",
 4133 |     "    wml_client.deployments.ConfigurationMetaNames.ONLINE: {}\n",
 4134 |     "}\n",
 4135 |     "\n",
 4136 |     "# Deploy\n",
 4137 |     "deployment = wml_client.deployments.create(\n",
 4138 |     "    artifact_uid=model_uid, \n",
 4139 |     "    meta_props=deployment_props \n",
 4140 |     ")\n",
 4141 |     "\n",
 4142 |     "# Output result\n",
 4143 |     "deployment"
 4144 |    ]
 4145 |   },
 4146 |   {
 4147 |    "cell_type": "markdown",
 4148 |    "metadata": {},
 4149 |    "source": [
 4150 |     "## 6.4 Score Against Deployed Model"
 4151 |    ]
 4152 |   },
 4153 |   {
 4154 |    "cell_type": "code",
 4155 |    "execution_count": 156,
 4156 |    "metadata": {
 4157 |     "collapsed": true
 4158 |    },
 4159 |    "outputs": [
 4160 |     {
 4161 |      "data": {
 4162 |       "text/plain": [
 4163 |        "{'input_data': [{'fields': ['Year_2019',\n",
 4164 |        "    'Year_2020',\n",
 4165 |        "    'Year_2021',\n",
 4166 |        "    'Month_Apr',\n",
 4167 |        "    'Month_Aug',\n",
 4168 |        "    'Month_Dec',\n",
 4169 |        "    'Month_Feb',\n",
 4170 |        "    'Month_Jan',\n",
 4171 |        "    'Month_Jul',\n",
 4172 |        "    'Month_Jun',\n",
 4173 |        "    'Month_Mar',\n",
 4174 |        "    'Month_May',\n",
 4175 |        "    'Month_Nov',\n",
 4176 |        "    'Month_Oct',\n",
 4177 |        "    'Month_Sep',\n",
 4178 |        "    'Cost Centre_CC100',\n",
 4179 |        "    'Cost Centre_CC101',\n",
 4180 |        "    'Cost Centre_CC102',\n",
 4181 |        "    'Cost Centre_CC200',\n",
 4182 |        "    'Cost Centre_CC201',\n",
 4183 |        "    'Cost Centre_CC202',\n",
 4184 |        "    'Cost Centre_CC300',\n",
 4185 |        "    'Cost Centre_CC301',\n",
 4186 |        "    'Cost Centre_CC302',\n",
 4187 |        "    'Account_ACC1000000',\n",
 4188 |        "    'Account_ACC1000001',\n",
 4189 |        "    'Account_ACC1000002',\n",
 4190 |        "    'Account_ACC1000004',\n",
 4191 |        "    'Account_ACC2000000',\n",
 4192 |        "    'Account_ACC2000001',\n",
 4193 |        "    'Account_ACC2000002',\n",
 4194 |        "    'Account_ACC2000003',\n",
 4195 |        "    'Account_ACC2000005',\n",
 4196 |        "    'Account_ACC3000000',\n",
 4197 |        "    'Account_ACC3000001',\n",
 4198 |        "    'Account_ACC3000002',\n",
 4199 |        "    'Account_ACC4000001',\n",
 4200 |        "    'Account Type_Asset',\n",
 4201 |        "    'Account Type_Expense',\n",
 4202 |        "    'Account Type_Liability',\n",
 4203 |        "    'Account Type_Revenue'],\n",
 4204 |        "   'values': [[0,\n",
 4205 |        "     0,\n",
 4206 |        "     1,\n",
 4207 |        "     0,\n",
 4208 |        "     0,\n",
 4209 |        "     0,\n",
 4210 |        "     0,\n",
 4211 |        "     0,\n",
 4212 |        "     0,\n",
 4213 |        "     0,\n",
 4214 |        "     0,\n",
 4215 |        "     0,\n",
 4216 |        "     1,\n",
 4217 |        "     0,\n",
 4218 |        "     0,\n",
 4219 |        "     0,\n",
 4220 |        "     0,\n",
 4221 |        "     0,\n",
 4222 |        "     0,\n",
 4223 |        "     0,\n",
 4224 |        "     1,\n",
 4225 |        "     0,\n",
 4226 |        "     0,\n",
 4227 |        "     0,\n",
 4228 |        "     0,\n",
 4229 |        "     0,\n",
 4230 |        "     0,\n",
 4231 |        "     0,\n",
 4232 |        "     0,\n",
 4233 |        "     0,\n",
 4234 |        "     0,\n",
 4235 |        "     1,\n",
 4236 |        "     0,\n",
 4237 |        "     0,\n",
 4238 |        "     0,\n",
 4239 |        "     0,\n",
 4240 |        "     0,\n",
 4241 |        "     0,\n",
 4242 |        "     1,\n",
 4243 |        "     0,\n",
 4244 |        "     0],\n",
 4245 |        "    [0,\n",
 4246 |        "     0,\n",
 4247 |        "     1,\n",
 4248 |        "     0,\n",
 4249 |        "     0,\n",
 4250 |        "     0,\n",
 4251 |        "     0,\n",
 4252 |        "     0,\n",
 4253 |        "     1,\n",
 4254 |        "     0,\n",
 4255 |        "     0,\n",
 4256 |        "     0,\n",
 4257 |        "     0,\n",
 4258 |        "     0,\n",
 4259 |        "     0,\n",
 4260 |        "     0,\n",
 4261 |        "     0,\n",
 4262 |        "     0,\n",
 4263 |        "     0,\n",
 4264 |        "     0,\n",
 4265 |        "     1,\n",
 4266 |        "     0,\n",
 4267 |        "     0,\n",
 4268 |        "     0,\n",
 4269 |        "     0,\n",
 4270 |        "     1,\n",
 4271 |        "     0,\n",
 4272 |        "     0,\n",
 4273 |        "     0,\n",
 4274 |        "     0,\n",
 4275 |        "     0,\n",
 4276 |        "     0,\n",
 4277 |        "     0,\n",
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45204 |        "    ...]}]}"
45205 |       ]
45206 |      },
45207 |      "execution_count": 156,
45208 |      "metadata": {},
45209 |      "output_type": "execute_result"
45210 |     }
45211 |    ],
45212 |    "source": [
45213 |     "payload"
45214 |    ]
45215 |   },
45216 |   {
45217 |    "cell_type": "code",
45218 |    "execution_count": 93,
45219 |    "metadata": {
45220 |     "collapsed": true
45221 |    },
45222 |    "outputs": [
45223 |     {
45224 |      "data": {
45225 |       "text/plain": [
45226 |        "{'predictions': [{'fields': ['prediction'],\n",
45227 |        "   'values': [[559.8196099999998],\n",
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46099 |        "    [245.08110999999997],\n",
46100 |        "    [507.96773999999976],\n",
46101 |        "    [1124.7642299999998],\n",
46102 |        "    [793.5849400000002],\n",
46103 |        "    [-58.34],\n",
46104 |        "    [334.09875],\n",
46105 |        "    [652.1329999999995],\n",
46106 |        "    [526.4487099999998],\n",
46107 |        "    [602.3976799999996],\n",
46108 |        "    [659.1426999999999],\n",
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46110 |        "    [431.9301100000001],\n",
46111 |        "    [425.46533000000005],\n",
46112 |        "    [-611.6466],\n",
46113 |        "    [379.3596299999998],\n",
46114 |        "    [235.4156400000002],\n",
46115 |        "    [1097.7031299999994],\n",
46116 |        "    [456.4775200000002],\n",
46117 |        "    [530.10042],\n",
46118 |        "    [279.04726999999997],\n",
46119 |        "    [942.2536000000005],\n",
46120 |        "    [380.1391799999999],\n",
46121 |        "    [366.49003999999945],\n",
46122 |        "    [964.6387400000001],\n",
46123 |        "    [-255.61992999999993],\n",
46124 |        "    [212.67503999999994],\n",
46125 |        "    [542.3724599999998],\n",
46126 |        "    [853.8034299999999],\n",
46127 |        "    [1089.8166199999994],\n",
46128 |        "    [533.1670699999997],\n",
46129 |        "    [-271.06075999999973],\n",
46130 |        "    [635.12294],\n",
46131 |        "    [252.16040000000027],\n",
46132 |        "    [318.07404999999994],\n",
46133 |        "    [760.0030799999997],\n",
46134 |        "    [471.8574200000003],\n",
46135 |        "    [-699.5895999999997],\n",
46136 |        "    [154.4211799999998],\n",
46137 |        "    [404.50395000000003],\n",
46138 |        "    [557.641329999999],\n",
46139 |        "    [389.15267000000006],\n",
46140 |        "    [449.73881999999963],\n",
46141 |        "    [460.69148999999993],\n",
46142 |        "    [572.0853499999998],\n",
46143 |        "    [1017.5639100000006],\n",
46144 |        "    [820.5393999999992],\n",
46145 |        "    [984.3858100000001],\n",
46146 |        "    [933.73893],\n",
46147 |        "    [876.2290500000006],\n",
46148 |        "    [713.5160000000008],\n",
46149 |        "    [592.1586900000001],\n",
46150 |        "    [376.7709800000002],\n",
46151 |        "    [513.7052499999999],\n",
46152 |        "    [583.9392999999994],\n",
46153 |        "    [732.3199900000005],\n",
46154 |        "    [501.14288999999985],\n",
46155 |        "    [684.8848399999993],\n",
46156 |        "    [295.8944099999998],\n",
46157 |        "    [642.0910699999994],\n",
46158 |        "    [583.8892399999997],\n",
46159 |        "    [349.71143999999987],\n",
46160 |        "    [696.7961700000008],\n",
46161 |        "    [407.56261],\n",
46162 |        "    [235.27753000000007],\n",
46163 |        "    [436.32519999999977],\n",
46164 |        "    [882.0619800000005],\n",
46165 |        "    [643.2048599999994],\n",
46166 |        "    [918.7207799999998],\n",
46167 |        "    [-415.3],\n",
46168 |        "    [795.0910800000013],\n",
46169 |        "    [539.8874499999994],\n",
46170 |        "    [308.02781000000016],\n",
46171 |        "    [357.5708299999998],\n",
46172 |        "    [448.53624000000013],\n",
46173 |        "    [852.1052199999999],\n",
46174 |        "    [317.96927999999997],\n",
46175 |        "    [442.16917000000007],\n",
46176 |        "    [1034.4929500000005],\n",
46177 |        "    [179.10267999999988],\n",
46178 |        "    [246.42061999999999],\n",
46179 |        "    [358.16879000000023],\n",
46180 |        "    [735.3101100000001],\n",
46181 |        "    [361.57503],\n",
46182 |        "    [398.57245999999975],\n",
46183 |        "    [-540.7629000000002],\n",
46184 |        "    [-753.72],\n",
46185 |        "    [190.36302],\n",
46186 |        "    [407.39882999999975],\n",
46187 |        "    [756.6546100000003],\n",
46188 |        "    [195.65497999999997],\n",
46189 |        "    [170.65832999999998],\n",
46190 |        "    [751.4234299999996],\n",
46191 |        "    [343.5320299999998],\n",
46192 |        "    [432.4616399999998],\n",
46193 |        "    [202.96],\n",
46194 |        "    [-519.7914899999997],\n",
46195 |        "    [1044.60038],\n",
46196 |        "    [255.84587000000025],\n",
46197 |        "    [456.5738300000004],\n",
46198 |        "    [706.8209200000005],\n",
46199 |        "    [876.4834699999997],\n",
46200 |        "    [275.3074499999997],\n",
46201 |        "    [603.4944899999995],\n",
46202 |        "    [612.31296],\n",
46203 |        "    [600.9209999999991],\n",
46204 |        "    [736.1224900000002],\n",
46205 |        "    [-256.82],\n",
46206 |        "    [689.3035600000004],\n",
46207 |        "    [488.15013000000005],\n",
46208 |        "    [192.24137000000007],\n",
46209 |        "    [412.9430400000003],\n",
46210 |        "    [630.30323],\n",
46211 |        "    [691.7215599999987],\n",
46212 |        "    [567.3124099999999],\n",
46213 |        "    [1292.7239],\n",
46214 |        "    [523.3034200000001],\n",
46215 |        "    [-543.5755499999999],\n",
46216 |        "    [867.3531299999999],\n",
46217 |        "    [546.8523100000004],\n",
46218 |        "    [494.8960599999997],\n",
46219 |        "    [599.3470000000002],\n",
46220 |        "    [449.99695999999994],\n",
46221 |        "    [492.8055600000001],\n",
46222 |        "    [581.0537199999998],\n",
46223 |        "    [859.74],\n",
46224 |        "    [664.2721700000005],\n",
46225 |        "    [780.1691199999998],\n",
46226 |        "    [-111.56971999999996],\n",
46227 |        "    ...]}]}"
46228 |       ]
46229 |      },
46230 |      "execution_count": 93,
46231 |      "metadata": {},
46232 |      "output_type": "execute_result"
46233 |     }
46234 |    ],
46235 |    "source": [
46236 |     "deployment_uid = wml_client.deployments.get_uid(deployment)\n",
46237 |     "payload = {\"input_data\":\n",
46238 |     "           [\n",
46239 |     "               {\"fields\":X_test.columns.to_numpy().tolist(), \"values\":X_test.to_numpy().tolist()}\n",
46240 |     "           ]\n",
46241 |     "          }\n",
46242 |     "result = wml_client.deployments.score(deployment_uid, payload); result"
46243 |    ]
46244 |   },
46245 |   {
46246 |    "cell_type": "code",
46247 |    "execution_count": 95,
46248 |    "metadata": {},
46249 |    "outputs": [
46250 |     {
46251 |      "data": {
46252 |       "text/html": [
46253 |        "<div>\n",
46254 |        "<style scoped>\n",
46255 |        "    .dataframe tbody tr th:only-of-type {\n",
46256 |        "        vertical-align: middle;\n",
46257 |        "    }\n",
46258 |        "\n",
46259 |        "    .dataframe tbody tr th {\n",
46260 |        "        vertical-align: top;\n",
46261 |        "    }\n",
46262 |        "\n",
46263 |        "    .dataframe thead th {\n",
46264 |        "        text-align: right;\n",
46265 |        "    }\n",
46266 |        "</style>\n",
46267 |        "<table border=\"1\" class=\"dataframe\">\n",
46268 |        "  <thead>\n",
46269 |        "    <tr style=\"text-align: right;\">\n",
46270 |        "      <th></th>\n",
46271 |        "      <th>Year_2019</th>\n",
46272 |        "      <th>Year_2020</th>\n",
46273 |        "      <th>Year_2021</th>\n",
46274 |        "      <th>Month_Apr</th>\n",
46275 |        "      <th>Month_Aug</th>\n",
46276 |        "      <th>Month_Dec</th>\n",
46277 |        "      <th>Month_Feb</th>\n",
46278 |        "      <th>Month_Jan</th>\n",
46279 |        "      <th>Month_Jul</th>\n",
46280 |        "      <th>Month_Jun</th>\n",
46281 |        "      <th>...</th>\n",
46282 |        "      <th>Account_ACC3000000</th>\n",
46283 |        "      <th>Account_ACC3000001</th>\n",
46284 |        "      <th>Account_ACC3000002</th>\n",
46285 |        "      <th>Account_ACC4000001</th>\n",
46286 |        "      <th>Account Type_Asset</th>\n",
46287 |        "      <th>Account Type_Expense</th>\n",
46288 |        "      <th>Account Type_Liability</th>\n",
46289 |        "      <th>Account Type_Revenue</th>\n",
46290 |        "      <th>Amount</th>\n",
46291 |        "      <th>Scores</th>\n",
46292 |        "    </tr>\n",
46293 |        "  </thead>\n",
46294 |        "  <tbody>\n",
46295 |        "    <tr>\n",
46296 |        "      <th>4050</th>\n",
46297 |        "      <td>0</td>\n",
46298 |        "      <td>0</td>\n",
46299 |        "      <td>1</td>\n",
46300 |        "      <td>0</td>\n",
46301 |        "      <td>0</td>\n",
46302 |        "      <td>0</td>\n",
46303 |        "      <td>0</td>\n",
46304 |        "      <td>0</td>\n",
46305 |        "      <td>0</td>\n",
46306 |        "      <td>0</td>\n",
46307 |        "      <td>...</td>\n",
46308 |        "      <td>0</td>\n",
46309 |        "      <td>0</td>\n",
46310 |        "      <td>0</td>\n",
46311 |        "      <td>0</td>\n",
46312 |        "      <td>0</td>\n",
46313 |        "      <td>1</td>\n",
46314 |        "      <td>0</td>\n",
46315 |        "      <td>0</td>\n",
46316 |        "      <td>514.924</td>\n",
46317 |        "      <td>559.81961</td>\n",
46318 |        "    </tr>\n",
46319 |        "    <tr>\n",
46320 |        "      <th>3576</th>\n",
46321 |        "      <td>0</td>\n",
46322 |        "      <td>0</td>\n",
46323 |        "      <td>1</td>\n",
46324 |        "      <td>0</td>\n",
46325 |        "      <td>0</td>\n",
46326 |        "      <td>0</td>\n",
46327 |        "      <td>0</td>\n",
46328 |        "      <td>0</td>\n",
46329 |        "      <td>1</td>\n",
46330 |        "      <td>0</td>\n",
46331 |        "      <td>...</td>\n",
46332 |        "      <td>0</td>\n",
46333 |        "      <td>0</td>\n",
46334 |        "      <td>0</td>\n",
46335 |        "      <td>0</td>\n",
46336 |        "      <td>0</td>\n",
46337 |        "      <td>0</td>\n",
46338 |        "      <td>0</td>\n",
46339 |        "      <td>1</td>\n",
46340 |        "      <td>699.906</td>\n",
46341 |        "      <td>597.25969</td>\n",
46342 |        "    </tr>\n",
46343 |        "    <tr>\n",
46344 |        "      <th>292</th>\n",
46345 |        "      <td>1</td>\n",
46346 |        "      <td>0</td>\n",
46347 |        "      <td>0</td>\n",
46348 |        "      <td>0</td>\n",
46349 |        "      <td>0</td>\n",
46350 |        "      <td>0</td>\n",
46351 |        "      <td>0</td>\n",
46352 |        "      <td>0</td>\n",
46353 |        "      <td>0</td>\n",
46354 |        "      <td>0</td>\n",
46355 |        "      <td>...</td>\n",
46356 |        "      <td>0</td>\n",
46357 |        "      <td>0</td>\n",
46358 |        "      <td>0</td>\n",
46359 |        "      <td>0</td>\n",
46360 |        "      <td>0</td>\n",
46361 |        "      <td>1</td>\n",
46362 |        "      <td>0</td>\n",
46363 |        "      <td>0</td>\n",
46364 |        "      <td>453.516</td>\n",
46365 |        "      <td>463.73232</td>\n",
46366 |        "    </tr>\n",
46367 |        "    <tr>\n",
46368 |        "      <th>1864</th>\n",
46369 |        "      <td>0</td>\n",
46370 |        "      <td>1</td>\n",
46371 |        "      <td>0</td>\n",
46372 |        "      <td>1</td>\n",
46373 |        "      <td>0</td>\n",
46374 |        "      <td>0</td>\n",
46375 |        "      <td>0</td>\n",
46376 |        "      <td>0</td>\n",
46377 |        "      <td>0</td>\n",
46378 |        "      <td>0</td>\n",
46379 |        "      <td>...</td>\n",
46380 |        "      <td>0</td>\n",
46381 |        "      <td>0</td>\n",
46382 |        "      <td>0</td>\n",
46383 |        "      <td>0</td>\n",
46384 |        "      <td>0</td>\n",
46385 |        "      <td>1</td>\n",
46386 |        "      <td>0</td>\n",
46387 |        "      <td>0</td>\n",
46388 |        "      <td>492.930</td>\n",
46389 |        "      <td>364.75554</td>\n",
46390 |        "    </tr>\n",
46391 |        "    <tr>\n",
46392 |        "      <th>2055</th>\n",
46393 |        "      <td>0</td>\n",
46394 |        "      <td>1</td>\n",
46395 |        "      <td>0</td>\n",
46396 |        "      <td>0</td>\n",
46397 |        "      <td>0</td>\n",
46398 |        "      <td>0</td>\n",
46399 |        "      <td>0</td>\n",
46400 |        "      <td>0</td>\n",
46401 |        "      <td>0</td>\n",
46402 |        "      <td>1</td>\n",
46403 |        "      <td>...</td>\n",
46404 |        "      <td>0</td>\n",
46405 |        "      <td>0</td>\n",
46406 |        "      <td>0</td>\n",
46407 |        "      <td>0</td>\n",
46408 |        "      <td>0</td>\n",
46409 |        "      <td>0</td>\n",
46410 |        "      <td>0</td>\n",
46411 |        "      <td>1</td>\n",
46412 |        "      <td>998.773</td>\n",
46413 |        "      <td>924.70921</td>\n",
46414 |        "    </tr>\n",
46415 |        "  </tbody>\n",
46416 |        "</table>\n",
46417 |        "<p>5 rows × 43 columns</p>\n",
46418 |        "</div>"
46419 |       ],
46420 |       "text/plain": [
46421 |        "      Year_2019  Year_2020  Year_2021  Month_Apr  Month_Aug  Month_Dec  \\\n",
46422 |        "4050          0          0          1          0          0          0   \n",
46423 |        "3576          0          0          1          0          0          0   \n",
46424 |        "292           1          0          0          0          0          0   \n",
46425 |        "1864          0          1          0          1          0          0   \n",
46426 |        "2055          0          1          0          0          0          0   \n",
46427 |        "\n",
46428 |        "      Month_Feb  Month_Jan  Month_Jul  Month_Jun  ...  Account_ACC3000000  \\\n",
46429 |        "4050          0          0          0          0  ...                   0   \n",
46430 |        "3576          0          0          1          0  ...                   0   \n",
46431 |        "292           0          0          0          0  ...                   0   \n",
46432 |        "1864          0          0          0          0  ...                   0   \n",
46433 |        "2055          0          0          0          1  ...                   0   \n",
46434 |        "\n",
46435 |        "      Account_ACC3000001  Account_ACC3000002  Account_ACC4000001  \\\n",
46436 |        "4050                   0                   0                   0   \n",
46437 |        "3576                   0                   0                   0   \n",
46438 |        "292                    0                   0                   0   \n",
46439 |        "1864                   0                   0                   0   \n",
46440 |        "2055                   0                   0                   0   \n",
46441 |        "\n",
46442 |        "      Account Type_Asset  Account Type_Expense  Account Type_Liability  \\\n",
46443 |        "4050                   0                     1                       0   \n",
46444 |        "3576                   0                     0                       0   \n",
46445 |        "292                    0                     1                       0   \n",
46446 |        "1864                   0                     1                       0   \n",
46447 |        "2055                   0                     0                       0   \n",
46448 |        "\n",
46449 |        "      Account Type_Revenue   Amount     Scores  \n",
46450 |        "4050                     0  514.924  559.81961  \n",
46451 |        "3576                     1  699.906  597.25969  \n",
46452 |        "292                      0  453.516  463.73232  \n",
46453 |        "1864                     0  492.930  364.75554  \n",
46454 |        "2055                     1  998.773  924.70921  \n",
46455 |        "\n",
46456 |        "[5 rows x 43 columns]"
46457 |       ]
46458 |      },
46459 |      "execution_count": 95,
46460 |      "metadata": {},
46461 |      "output_type": "execute_result"
46462 |     }
46463 |    ],
46464 |    "source": [
46465 |     "pred_values = np.squeeze(result['predictions'][0]['values']); pred_values\n",
46466 |     "preddf = X_test.join(y_test)\n",
46467 |     "preddf['Scores'] = pred_values\n",
46468 |     "preddf.head()"
46469 |    ]
46470 |   },
46471 |   {
46472 |    "cell_type": "code",
46473 |    "execution_count": 96,
46474 |    "metadata": {},
46475 |    "outputs": [
46476 |     {
46477 |      "data": {
46478 |       "text/plain": [
46479 |        "array([ 559.81961,  597.25969,  463.73232, ..., -453.86   ,  628.09618,\n",
46480 |        "       1076.53987])"
46481 |       ]
46482 |      },
46483 |      "execution_count": 96,
46484 |      "metadata": {},
46485 |      "output_type": "execute_result"
46486 |     }
46487 |    ],
46488 |    "source": [
46489 |     "pred_values"
46490 |    ]
46491 |   },
46492 |   {
46493 |    "cell_type": "code",
46494 |    "execution_count": 159,
46495 |    "metadata": {},
46496 |    "outputs": [],
46497 |    "source": [
46498 |     "preddf.to_csv('results.csv')"
46499 |    ]
46500 |   },
46501 |   {
46502 |    "cell_type": "code",
46503 |    "execution_count": null,
46504 |    "metadata": {},
46505 |    "outputs": [],
46506 |    "source": []
46507 |   }
46508 |  ],
46509 |  "metadata": {
46510 |   "kernelspec": {
46511 |    "display_name": "Python 3",
46512 |    "language": "python",
46513 |    "name": "python3"
46514 |   },
46515 |   "language_info": {
46516 |    "codemirror_mode": {
46517 |     "name": "ipython",
46518 |     "version": 3
46519 |    },
46520 |    "file_extension": ".py",
46521 |    "mimetype": "text/x-python",
46522 |    "name": "python",
46523 |    "nbconvert_exporter": "python",
46524 |    "pygments_lexer": "ipython3",
46525 |    "version": "3.7.4"
46526 |   }
46527 |  },
46528 |  "nbformat": 4,
46529 |  "nbformat_minor": 2
46530 | }
46531 | 


--------------------------------------------------------------------------------
/regression.csv:
--------------------------------------------------------------------------------
   1 | Year,Month,Cost Centre,Account,Account Description,Account Type,Amount
   2 | 2019,Jan,CC100,1000000,Product Sales,Revenue,1344.051
   3 | 2019,Jan,CC100,1000001,Licensing Revenue,Revenue,480.968
   4 | 2019,Jan,CC100,1000002,Service Revenue,Revenue,650.82
   5 | 2019,Jan,CC100,1000004,Fee Revenue,Revenue,339.36
   6 | 2019,Jan,CC100,2000000,Cost of Good Sold,Expense,1125.328
   7 | 2019,Jan,CC100,2000001,Staff Expenses,Expense,412.088
   8 | 2019,Jan,CC100,2000002,Technology Expenses,Expense,259.488
   9 | 2019,Jan,CC100,2000003,Property Expenses,Expense,376.697
  10 | 2019,Jan,CC100,2000005,Purchases,Expense,1105.277
  11 | 2019,Jan,CC100,3000000,Cash at Bank,Asset,476.713
  12 | 2019,Jan,CC100,3000001,Inventory,Asset,980
  13 | 2019,Jan,CC100,3000002,Accounts Receivable,Asset,385.275
  14 | 2019,Jan,CC100,4000001,Accounts Payable,Liability,980
  15 | 2019,Jan,CC101,1000000,Product Sales,Revenue,1296.06
  16 | 2019,Jan,CC101,1000001,Licensing Revenue,Revenue,459.764
  17 | 2019,Jan,CC101,1000002,Service Revenue,Revenue,512.169
  18 | 2019,Jan,CC101,1000004,Fee Revenue,Revenue,732.538
  19 | 2019,Jan,CC101,2000000,Cost of Good Sold,Expense,1404.449
  20 | 2019,Jan,CC101,2000001,Staff Expenses,Expense,584.214
  21 | 2019,Jan,CC101,2000002,Technology Expenses,Expense,306.435
  22 | 2019,Jan,CC101,2000003,Property Expenses,Expense,318.227
  23 | 2019,Jan,CC101,2000005,Purchases,Expense,1531.884
  24 | 2019,Jan,CC101,3000000,Cash at Bank,Asset,464.197
  25 | 2019,Jan,CC101,3000001,Inventory,Asset,980
  26 | 2019,Jan,CC101,3000002,Accounts Receivable,Asset,491.607
  27 | 2019,Jan,CC101,4000001,Accounts Payable,Liability,200
  28 | 2019,Jan,CC102,1000000,Product Sales,Revenue,244.447
  29 | 2019,Jan,CC102,1000001,Licensing Revenue,Revenue,776.767
  30 | 2019,Jan,CC102,1000002,Service Revenue,Revenue,872.102
  31 | 2019,Jan,CC102,1000004,Fee Revenue,Revenue,690.433
  32 | 2019,Jan,CC102,2000000,Cost of Good Sold,Expense,53.563
  33 | 2019,Jan,CC102,2000001,Staff Expenses,Expense,529.574
  34 | 2019,Jan,CC102,2000002,Technology Expenses,Expense,450.893
  35 | 2019,Jan,CC102,2000003,Property Expenses,Expense,454.857
  36 | 2019,Jan,CC102,2000005,Purchases,Expense,43.042
  37 | 2019,Jan,CC102,3000000,Cash at Bank,Asset,-296.261
  38 | 2019,Jan,CC102,3000001,Inventory,Asset,980
  39 | 2019,Jan,CC102,3000002,Accounts Receivable,Asset,158.931
  40 | 2019,Jan,CC102,4000001,Accounts Payable,Liability,-980
  41 | 2019,Jan,CC200,1000000,Product Sales,Revenue,994.789
  42 | 2019,Jan,CC200,1000001,Licensing Revenue,Revenue,588.279
  43 | 2019,Jan,CC200,1000002,Service Revenue,Revenue,1742.302
  44 | 2019,Jan,CC200,1000004,Fee Revenue,Revenue,530.11
  45 | 2019,Jan,CC200,2000000,Cost of Good Sold,Expense,584.731
  46 | 2019,Jan,CC200,2000001,Staff Expenses,Expense,777.393
  47 | 2019,Jan,CC200,2000002,Technology Expenses,Expense,574.708
  48 | 2019,Jan,CC200,2000003,Property Expenses,Expense,589.561
  49 | 2019,Jan,CC200,2000005,Purchases,Expense,461.786
  50 | 2019,Jan,CC200,3000000,Cash at Bank,Asset,750
  51 | 2019,Jan,CC200,3000001,Inventory,Asset,982
  52 | 2019,Jan,CC200,3000002,Accounts Receivable,Asset,218.042
  53 | 2019,Jan,CC200,4000001,Accounts Payable,Liability,980
  54 | 2019,Jan,CC201,1000000,Product Sales,Revenue,2378.88
  55 | 2019,Jan,CC201,1000001,Licensing Revenue,Revenue,376.104
  56 | 2019,Jan,CC201,1000002,Service Revenue,Revenue,1193.08
  57 | 2019,Jan,CC201,1000004,Fee Revenue,Revenue,781.038
  58 | 2019,Jan,CC201,2000000,Cost of Good Sold,Expense,1264.076
  59 | 2019,Jan,CC201,2000001,Staff Expenses,Expense,817.735
  60 | 2019,Jan,CC201,2000002,Technology Expenses,Expense,513.023
  61 | 2019,Jan,CC201,2000003,Property Expenses,Expense,625.571
  62 | 2019,Jan,CC201,2000005,Purchases,Expense,974.798
  63 | 2019,Jan,CC201,3000000,Cash at Bank,Asset,187.647
  64 | 2019,Jan,CC201,3000001,Inventory,Asset,980
  65 | 2019,Jan,CC201,3000002,Accounts Receivable,Asset,881.297
  66 | 2019,Jan,CC201,4000001,Accounts Payable,Liability,784
  67 | 2019,Jan,CC202,1000000,Product Sales,Revenue,783.856
  68 | 2019,Jan,CC202,1000001,Licensing Revenue,Revenue,573.845
  69 | 2019,Jan,CC202,1000002,Service Revenue,Revenue,265.003
  70 | 2019,Jan,CC202,1000004,Fee Revenue,Revenue,133.666
  71 | 2019,Jan,CC202,2000000,Cost of Good Sold,Expense,586.154
  72 | 2019,Jan,CC202,2000001,Staff Expenses,Expense,194.364
  73 | 2019,Jan,CC202,2000002,Technology Expenses,Expense,114.917
  74 | 2019,Jan,CC202,2000003,Property Expenses,Expense,116.201
  75 | 2019,Jan,CC202,2000005,Purchases,Expense,205.299
  76 | 2019,Jan,CC202,3000000,Cash at Bank,Asset,-852.126
  77 | 2019,Jan,CC202,3000001,Inventory,Asset,980
  78 | 2019,Jan,CC202,3000002,Accounts Receivable,Asset,217.414
  79 | 2019,Jan,CC202,4000001,Accounts Payable,Liability,-588
  80 | 2019,Jan,CC300,1000000,Product Sales,Revenue,233.953
  81 | 2019,Jan,CC300,1000001,Licensing Revenue,Revenue,657.558
  82 | 2019,Jan,CC300,1000002,Service Revenue,Revenue,482.124
  83 | 2019,Jan,CC300,1000004,Fee Revenue,Revenue,153.484
  84 | 2019,Jan,CC300,2000000,Cost of Good Sold,Expense,106.058
  85 | 2019,Jan,CC300,2000001,Staff Expenses,Expense,531.889
  86 | 2019,Jan,CC300,2000002,Technology Expenses,Expense,220.727
  87 | 2019,Jan,CC300,2000003,Property Expenses,Expense,256.358
  88 | 2019,Jan,CC300,2000005,Purchases,Expense,97.344
  89 | 2019,Jan,CC300,3000000,Cash at Bank,Asset,-409.284
  90 | 2019,Jan,CC300,3000001,Inventory,Asset,980
  91 | 2019,Jan,CC300,3000002,Accounts Receivable,Asset,49.179
  92 | 2019,Jan,CC300,4000001,Accounts Payable,Liability,-392
  93 | 2019,Jan,CC301,1000000,Product Sales,Revenue,138.27
  94 | 2019,Jan,CC301,1000001,Licensing Revenue,Revenue,762.921
  95 | 2019,Jan,CC301,1000002,Service Revenue,Revenue,1359.624
  96 | 2019,Jan,CC301,1000004,Fee Revenue,Revenue,695.735
  97 | 2019,Jan,CC301,2000000,Cost of Good Sold,Expense,138.95
  98 | 2019,Jan,CC301,2000001,Staff Expenses,Expense,822.939
  99 | 2019,Jan,CC301,2000002,Technology Expenses,Expense,541.236
 100 | 2019,Jan,CC301,2000003,Property Expenses,Expense,600.081
 101 | 2019,Jan,CC301,2000005,Purchases,Expense,46.318
 102 | 2019,Jan,CC301,3000000,Cash at Bank,Asset,-483.463
 103 | 2019,Jan,CC301,3000001,Inventory,Asset,980
 104 | 2019,Jan,CC301,3000002,Accounts Receivable,Asset,374.768
 105 | 2019,Jan,CC301,4000001,Accounts Payable,Liability,-990
 106 | 2019,Jan,CC302,1000000,Product Sales,Revenue,437.318
 107 | 2019,Jan,CC302,1000001,Licensing Revenue,Revenue,664.315
 108 | 2019,Jan,CC302,1000002,Service Revenue,Revenue,389.524
 109 | 2019,Jan,CC302,1000004,Fee Revenue,Revenue,555.725
 110 | 2019,Jan,CC302,2000000,Cost of Good Sold,Expense,311.978
 111 | 2019,Jan,CC302,2000001,Staff Expenses,Expense,204.271
 112 | 2019,Jan,CC302,2000002,Technology Expenses,Expense,133.474
 113 | 2019,Jan,CC302,2000003,Property Expenses,Expense,259.099
 114 | 2019,Jan,CC302,2000005,Purchases,Expense,286.239
 115 | 2019,Jan,CC302,3000000,Cash at Bank,Asset,-249.709
 116 | 2019,Jan,CC302,3000001,Inventory,Asset,980
 117 | 2019,Jan,CC302,3000002,Accounts Receivable,Asset,277.7
 118 | 2019,Jan,CC302,4000001,Accounts Payable,Liability,-788
 119 | 2019,Feb,CC100,1000000,Product Sales,Revenue,919.749
 120 | 2019,Feb,CC100,1000001,Licensing Revenue,Revenue,398.591
 121 | 2019,Feb,CC100,1000002,Service Revenue,Revenue,1091.767
 122 | 2019,Feb,CC100,1000004,Fee Revenue,Revenue,489.903
 123 | 2019,Feb,CC100,2000000,Cost of Good Sold,Expense,448.411
 124 | 2019,Feb,CC100,2000001,Staff Expenses,Expense,682.433
 125 | 2019,Feb,CC100,2000002,Technology Expenses,Expense,367.326
 126 | 2019,Feb,CC100,2000003,Property Expenses,Expense,413.083
 127 | 2019,Feb,CC100,2000005,Purchases,Expense,409.058
 128 | 2019,Feb,CC100,3000000,Cash at Bank,Asset,489.827
 129 | 2019,Feb,CC100,3000001,Inventory,Asset,938.794
 130 | 2019,Feb,CC100,3000002,Accounts Receivable,Asset,69.59
 131 | 2019,Feb,CC100,4000001,Accounts Payable,Liability,784
 132 | 2019,Feb,CC101,1000000,Product Sales,Revenue,1714.978
 133 | 2019,Feb,CC101,1000001,Licensing Revenue,Revenue,692.601
 134 | 2019,Feb,CC101,1000002,Service Revenue,Revenue,646.698
 135 | 2019,Feb,CC101,1000004,Fee Revenue,Revenue,712.851
 136 | 2019,Feb,CC101,2000000,Cost of Good Sold,Expense,1096.24
 137 | 2019,Feb,CC101,2000001,Staff Expenses,Expense,713.597
 138 | 2019,Feb,CC101,2000002,Technology Expenses,Expense,256.82
 139 | 2019,Feb,CC101,2000003,Property Expenses,Expense,383.341
 140 | 2019,Feb,CC101,2000005,Purchases,Expense,1005.091
 141 | 2019,Feb,CC101,3000000,Cash at Bank,Asset,-474.013
 142 | 2019,Feb,CC101,3000001,Inventory,Asset,885.486
 143 | 2019,Feb,CC101,3000002,Accounts Receivable,Asset,221.943
 144 | 2019,Feb,CC101,4000001,Accounts Payable,Liability,-596
 145 | 2019,Feb,CC102,1000000,Product Sales,Revenue,533.638
 146 | 2019,Feb,CC102,1000001,Licensing Revenue,Revenue,1342.914
 147 | 2019,Feb,CC102,1000002,Service Revenue,Revenue,278.669
 148 | 2019,Feb,CC102,1000004,Fee Revenue,Revenue,141.593
 149 | 2019,Feb,CC102,2000000,Cost of Good Sold,Expense,220.7
 150 | 2019,Feb,CC102,2000001,Staff Expenses,Expense,242.198
 151 | 2019,Feb,CC102,2000002,Technology Expenses,Expense,183.951
 152 | 2019,Feb,CC102,2000003,Property Expenses,Expense,254.244
 153 | 2019,Feb,CC102,2000005,Purchases,Expense,341.427
 154 | 2019,Feb,CC102,3000000,Cash at Bank,Asset,-0.591
 155 | 2019,Feb,CC102,3000001,Inventory,Asset,941.366
 156 | 2019,Feb,CC102,3000002,Accounts Receivable,Asset,93.571
 157 | 2019,Feb,CC102,4000001,Accounts Payable,Liability,-590
 158 | 2019,Feb,CC200,1000000,Product Sales,Revenue,376.871
 159 | 2019,Feb,CC200,1000001,Licensing Revenue,Revenue,593.454
 160 | 2019,Feb,CC200,1000002,Service Revenue,Revenue,1456.661
 161 | 2019,Feb,CC200,1000004,Fee Revenue,Revenue,739.476
 162 | 2019,Feb,CC200,2000000,Cost of Good Sold,Expense,413.286
 163 | 2019,Feb,CC200,2000001,Staff Expenses,Expense,894.263
 164 | 2019,Feb,CC200,2000002,Technology Expenses,Expense,514.014
 165 | 2019,Feb,CC200,2000003,Property Expenses,Expense,758.968
 166 | 2019,Feb,CC200,2000005,Purchases,Expense,102.229
 167 | 2019,Feb,CC200,3000000,Cash at Bank,Asset,864.032
 168 | 2019,Feb,CC200,3000001,Inventory,Asset,981.519
 169 | 2019,Feb,CC200,3000002,Accounts Receivable,Asset,656.701
 170 | 2019,Feb,CC200,4000001,Accounts Payable,Liability,790
 171 | 2019,Feb,CC201,1000000,Product Sales,Revenue,1789.62
 172 | 2019,Feb,CC201,1000001,Licensing Revenue,Revenue,543.764
 173 | 2019,Feb,CC201,1000002,Service Revenue,Revenue,484.713
 174 | 2019,Feb,CC201,1000004,Fee Revenue,Revenue,973.275
 175 | 2019,Feb,CC201,2000000,Cost of Good Sold,Expense,1075.246
 176 | 2019,Feb,CC201,2000001,Staff Expenses,Expense,295.243
 177 | 2019,Feb,CC201,2000002,Technology Expenses,Expense,101.182
 178 | 2019,Feb,CC201,2000003,Property Expenses,Expense,170.59
 179 | 2019,Feb,CC201,2000005,Purchases,Expense,1062.15
 180 | 2019,Feb,CC201,3000000,Cash at Bank,Asset,-534.406
 181 | 2019,Feb,CC201,3000001,Inventory,Asset,894.707
 182 | 2019,Feb,CC201,3000002,Accounts Receivable,Asset,887.728
 183 | 2019,Feb,CC201,4000001,Accounts Payable,Liability,-604
 184 | 2019,Feb,CC202,1000000,Product Sales,Revenue,1095.342
 185 | 2019,Feb,CC202,1000001,Licensing Revenue,Revenue,671.793
 186 | 2019,Feb,CC202,1000002,Service Revenue,Revenue,690.647
 187 | 2019,Feb,CC202,1000004,Fee Revenue,Revenue,664.819
 188 | 2019,Feb,CC202,2000000,Cost of Good Sold,Expense,651.265
 189 | 2019,Feb,CC202,2000001,Staff Expenses,Expense,433.528
 190 | 2019,Feb,CC202,2000002,Technology Expenses,Expense,319.905
 191 | 2019,Feb,CC202,2000003,Property Expenses,Expense,298.003
 192 | 2019,Feb,CC202,2000005,Purchases,Expense,569.352
 193 | 2019,Feb,CC202,3000000,Cash at Bank,Asset,-381.819
 194 | 2019,Feb,CC202,3000001,Inventory,Asset,922.115
 195 | 2019,Feb,CC202,3000002,Accounts Receivable,Asset,164.555
 196 | 2019,Feb,CC202,4000001,Accounts Payable,Liability,-784
 197 | 2019,Feb,CC300,1000000,Product Sales,Revenue,487.509
 198 | 2019,Feb,CC300,1000001,Licensing Revenue,Revenue,483.433
 199 | 2019,Feb,CC300,1000002,Service Revenue,Revenue,1172.09
 200 | 2019,Feb,CC300,1000004,Fee Revenue,Revenue,143.185
 201 | 2019,Feb,CC300,2000000,Cost of Good Sold,Expense,380.684
 202 | 2019,Feb,CC300,2000001,Staff Expenses,Expense,828.266
 203 | 2019,Feb,CC300,2000002,Technology Expenses,Expense,319.042
 204 | 2019,Feb,CC300,2000003,Property Expenses,Expense,508.493
 205 | 2019,Feb,CC300,2000005,Purchases,Expense,313.398
 206 | 2019,Feb,CC300,3000000,Cash at Bank,Asset,-140.727
 207 | 2019,Feb,CC300,3000001,Inventory,Asset,961.637
 208 | 2019,Feb,CC300,3000002,Accounts Receivable,Asset,397.284
 209 | 2019,Feb,CC300,4000001,Accounts Payable,Liability,786
 210 | 2019,Feb,CC301,1000000,Product Sales,Revenue,1734.216
 211 | 2019,Feb,CC301,1000001,Licensing Revenue,Revenue,1046.038
 212 | 2019,Feb,CC301,1000002,Service Revenue,Revenue,819.267
 213 | 2019,Feb,CC301,1000004,Fee Revenue,Revenue,447.947
 214 | 2019,Feb,CC301,2000000,Cost of Good Sold,Expense,1198.946
 215 | 2019,Feb,CC301,2000001,Staff Expenses,Expense,752.637
 216 | 2019,Feb,CC301,2000002,Technology Expenses,Expense,334.592
 217 | 2019,Feb,CC301,2000003,Property Expenses,Expense,546.133
 218 | 2019,Feb,CC301,2000005,Purchases,Expense,1145.103
 219 | 2019,Feb,CC301,3000000,Cash at Bank,Asset,836.5
 220 | 2019,Feb,CC301,3000001,Inventory,Asset,884.617
 221 | 2019,Feb,CC301,3000002,Accounts Receivable,Asset,572.657
 222 | 2019,Feb,CC301,4000001,Accounts Payable,Liability,-2
 223 | 2019,Feb,CC302,1000000,Product Sales,Revenue,711.853
 224 | 2019,Feb,CC302,1000001,Licensing Revenue,Revenue,450.678
 225 | 2019,Feb,CC302,1000002,Service Revenue,Revenue,240.447
 226 | 2019,Feb,CC302,1000004,Fee Revenue,Revenue,942.876
 227 | 2019,Feb,CC302,2000000,Cost of Good Sold,Expense,450.689
 228 | 2019,Feb,CC302,2000001,Staff Expenses,Expense,266.601
 229 | 2019,Feb,CC302,2000002,Technology Expenses,Expense,179.011
 230 | 2019,Feb,CC302,2000003,Property Expenses,Expense,394.539
 231 | 2019,Feb,CC302,2000005,Purchases,Expense,398.177
 232 | 2019,Feb,CC302,3000000,Cash at Bank,Asset,-334.101
 233 | 2019,Feb,CC302,3000001,Inventory,Asset,945.514
 234 | 2019,Feb,CC302,3000002,Accounts Receivable,Asset,171.6
 235 | 2019,Feb,CC302,4000001,Accounts Payable,Liability,-986
 236 | 2019,Mar,CC100,1000000,Product Sales,Revenue,865.559
 237 | 2019,Mar,CC100,1000001,Licensing Revenue,Revenue,576.036
 238 | 2019,Mar,CC100,1000002,Service Revenue,Revenue,708.784
 239 | 2019,Mar,CC100,1000004,Fee Revenue,Revenue,937.023
 240 | 2019,Mar,CC100,2000000,Cost of Good Sold,Expense,629.864
 241 | 2019,Mar,CC100,2000001,Staff Expenses,Expense,430.283
 242 | 2019,Mar,CC100,2000002,Technology Expenses,Expense,349.169
 243 | 2019,Mar,CC100,2000003,Property Expenses,Expense,375.179
 244 | 2019,Mar,CC100,2000005,Purchases,Expense,589.391
 245 | 2019,Mar,CC100,3000000,Cash at Bank,Asset,-400.473
 246 | 2019,Mar,CC100,3000001,Inventory,Asset,871.472
 247 | 2019,Mar,CC100,3000002,Accounts Receivable,Asset,127.135
 248 | 2019,Mar,CC100,4000001,Accounts Payable,Liability,-788
 249 | 2019,Mar,CC101,1000000,Product Sales,Revenue,1341.244
 250 | 2019,Mar,CC101,1000001,Licensing Revenue,Revenue,225.852
 251 | 2019,Mar,CC101,1000002,Service Revenue,Revenue,710.066
 252 | 2019,Mar,CC101,1000004,Fee Revenue,Revenue,726.746
 253 | 2019,Mar,CC101,2000000,Cost of Good Sold,Expense,874.51
 254 | 2019,Mar,CC101,2000001,Staff Expenses,Expense,395.469
 255 | 2019,Mar,CC101,2000002,Technology Expenses,Expense,264.52
 256 | 2019,Mar,CC101,2000003,Property Expenses,Expense,352.856
 257 | 2019,Mar,CC101,2000005,Purchases,Expense,612.318
 258 | 2019,Mar,CC101,3000000,Cash at Bank,Asset,543.876
 259 | 2019,Mar,CC101,3000001,Inventory,Asset,855.18
 260 | 2019,Mar,CC101,3000002,Accounts Receivable,Asset,543.477
 261 | 2019,Mar,CC101,4000001,Accounts Payable,Liability,786
 262 | 2019,Mar,CC102,1000000,Product Sales,Revenue,761.076
 263 | 2019,Mar,CC102,1000001,Licensing Revenue,Revenue,677.263
 264 | 2019,Mar,CC102,1000002,Service Revenue,Revenue,558.518
 265 | 2019,Mar,CC102,1000004,Fee Revenue,Revenue,547.563
 266 | 2019,Mar,CC102,2000000,Cost of Good Sold,Expense,328.858
 267 | 2019,Mar,CC102,2000001,Staff Expenses,Expense,343.742
 268 | 2019,Mar,CC102,2000002,Technology Expenses,Expense,272.038
 269 | 2019,Mar,CC102,2000003,Property Expenses,Expense,329.247
 270 | 2019,Mar,CC102,2000005,Purchases,Expense,347.054
 271 | 2019,Mar,CC102,3000000,Cash at Bank,Asset,-501.828
 272 | 2019,Mar,CC102,3000001,Inventory,Asset,925.972
 273 | 2019,Mar,CC102,3000002,Accounts Receivable,Asset,373.285
 274 | 2019,Mar,CC102,4000001,Accounts Payable,Liability,-980
 275 | 2019,Mar,CC200,1000000,Product Sales,Revenue,954.495
 276 | 2019,Mar,CC200,1000001,Licensing Revenue,Revenue,155.156
 277 | 2019,Mar,CC200,1000002,Service Revenue,Revenue,1181.546
 278 | 2019,Mar,CC200,1000004,Fee Revenue,Revenue,118.001
 279 | 2019,Mar,CC200,2000000,Cost of Good Sold,Expense,520.531
 280 | 2019,Mar,CC200,2000001,Staff Expenses,Expense,675.95
 281 | 2019,Mar,CC200,2000002,Technology Expenses,Expense,584.69
 282 | 2019,Mar,CC200,2000003,Property Expenses,Expense,714.165
 283 | 2019,Mar,CC200,2000005,Purchases,Expense,452.215
 284 | 2019,Mar,CC200,3000000,Cash at Bank,Asset,-98.238
 285 | 2019,Mar,CC200,3000001,Inventory,Asset,895.647
 286 | 2019,Mar,CC200,3000002,Accounts Receivable,Asset,192.251
 287 | 2019,Mar,CC200,4000001,Accounts Payable,Liability,594
 288 | 2019,Mar,CC201,1000000,Product Sales,Revenue,688.364
 289 | 2019,Mar,CC201,1000001,Licensing Revenue,Revenue,528.695
 290 | 2019,Mar,CC201,1000002,Service Revenue,Revenue,1236.21
 291 | 2019,Mar,CC201,1000004,Fee Revenue,Revenue,448.448
 292 | 2019,Mar,CC201,2000000,Cost of Good Sold,Expense,270.218
 293 | 2019,Mar,CC201,2000001,Staff Expenses,Expense,687.531
 294 | 2019,Mar,CC201,2000002,Technology Expenses,Expense,453.516
 295 | 2019,Mar,CC201,2000003,Property Expenses,Expense,563.78
 296 | 2019,Mar,CC201,2000005,Purchases,Expense,202.292
 297 | 2019,Mar,CC201,3000000,Cash at Bank,Asset,-939.608
 298 | 2019,Mar,CC201,3000001,Inventory,Asset,853.655
 299 | 2019,Mar,CC201,3000002,Accounts Receivable,Asset,984.445
 300 | 2019,Mar,CC201,4000001,Accounts Payable,Liability,-202
 301 | 2019,Mar,CC202,1000000,Product Sales,Revenue,763.959
 302 | 2019,Mar,CC202,1000001,Licensing Revenue,Revenue,456.428
 303 | 2019,Mar,CC202,1000002,Service Revenue,Revenue,743.004
 304 | 2019,Mar,CC202,1000004,Fee Revenue,Revenue,741.885
 305 | 2019,Mar,CC202,2000000,Cost of Good Sold,Expense,514.659
 306 | 2019,Mar,CC202,2000001,Staff Expenses,Expense,294.769
 307 | 2019,Mar,CC202,2000002,Technology Expenses,Expense,339.997
 308 | 2019,Mar,CC202,2000003,Property Expenses,Expense,204.383
 309 | 2019,Mar,CC202,2000005,Purchases,Expense,415.972
 310 | 2019,Mar,CC202,3000000,Cash at Bank,Asset,-480.746
 311 | 2019,Mar,CC202,3000001,Inventory,Asset,872.751
 312 | 2019,Mar,CC202,3000002,Accounts Receivable,Asset,676.644
 313 | 2019,Mar,CC202,4000001,Accounts Payable,Liability,-782
 314 | 2019,Mar,CC300,1000000,Product Sales,Revenue,403.234
 315 | 2019,Mar,CC300,1000001,Licensing Revenue,Revenue,449.937
 316 | 2019,Mar,CC300,1000002,Service Revenue,Revenue,1098.557
 317 | 2019,Mar,CC300,1000004,Fee Revenue,Revenue,607.094
 318 | 2019,Mar,CC300,2000000,Cost of Good Sold,Expense,279.312
 319 | 2019,Mar,CC300,2000001,Staff Expenses,Expense,608.549
 320 | 2019,Mar,CC300,2000002,Technology Expenses,Expense,427.042
 321 | 2019,Mar,CC300,2000003,Property Expenses,Expense,534.549
 322 | 2019,Mar,CC300,2000005,Purchases,Expense,243.346
 323 | 2019,Mar,CC300,3000000,Cash at Bank,Asset,397.184
 324 | 2019,Mar,CC300,3000001,Inventory,Asset,886.021
 325 | 2019,Mar,CC300,3000002,Accounts Receivable,Asset,673.194
 326 | 2019,Mar,CC300,4000001,Accounts Payable,Liability,986
 327 | 2019,Mar,CC301,1000000,Product Sales,Revenue,731.856
 328 | 2019,Mar,CC301,1000001,Licensing Revenue,Revenue,509.211
 329 | 2019,Mar,CC301,1000002,Service Revenue,Revenue,743.428
 330 | 2019,Mar,CC301,1000004,Fee Revenue,Revenue,148.979
 331 | 2019,Mar,CC301,2000000,Cost of Good Sold,Expense,471.682
 332 | 2019,Mar,CC301,2000001,Staff Expenses,Expense,372.718
 333 | 2019,Mar,CC301,2000002,Technology Expenses,Expense,212.251
 334 | 2019,Mar,CC301,2000003,Property Expenses,Expense,197.102
 335 | 2019,Mar,CC301,2000005,Purchases,Expense,443.442
 336 | 2019,Mar,CC301,3000000,Cash at Bank,Asset,-649.235
 337 | 2019,Mar,CC301,3000001,Inventory,Asset,814.962
 338 | 2019,Mar,CC301,3000002,Accounts Receivable,Asset,527.696
 339 | 2019,Mar,CC301,4000001,Accounts Payable,Liability,-792
 340 | 2019,Mar,CC302,1000000,Product Sales,Revenue,1004.56
 341 | 2019,Mar,CC302,1000001,Licensing Revenue,Revenue,115.409
 342 | 2019,Mar,CC302,1000002,Service Revenue,Revenue,1009.768
 343 | 2019,Mar,CC302,1000004,Fee Revenue,Revenue,86.637
 344 | 2019,Mar,CC302,2000000,Cost of Good Sold,Expense,765.671
 345 | 2019,Mar,CC302,2000001,Staff Expenses,Expense,685.627
 346 | 2019,Mar,CC302,2000002,Technology Expenses,Expense,469.24
 347 | 2019,Mar,CC302,2000003,Property Expenses,Expense,576.78
 348 | 2019,Mar,CC302,2000005,Purchases,Expense,758.89
 349 | 2019,Mar,CC302,3000000,Cash at Bank,Asset,-278.892
 350 | 2019,Mar,CC302,3000001,Inventory,Asset,870.479
 351 | 2019,Mar,CC302,3000002,Accounts Receivable,Asset,656.158
 352 | 2019,Mar,CC302,4000001,Accounts Payable,Liability,604
 353 | 2019,Apr,CC100,1000000,Product Sales,Revenue,877.563
 354 | 2019,Apr,CC100,1000001,Licensing Revenue,Revenue,493.694
 355 | 2019,Apr,CC100,1000002,Service Revenue,Revenue,753.969
 356 | 2019,Apr,CC100,1000004,Fee Revenue,Revenue,583.102
 357 | 2019,Apr,CC100,2000000,Cost of Good Sold,Expense,503.11
 358 | 2019,Apr,CC100,2000001,Staff Expenses,Expense,605.392
 359 | 2019,Apr,CC100,2000002,Technology Expenses,Expense,321.842
 360 | 2019,Apr,CC100,2000003,Property Expenses,Expense,470.804
 361 | 2019,Apr,CC100,2000005,Purchases,Expense,398.3
 362 | 2019,Apr,CC100,3000000,Cash at Bank,Asset,843.691
 363 | 2019,Apr,CC100,3000001,Inventory,Asset,811.993
 364 | 2019,Apr,CC100,3000002,Accounts Receivable,Asset,486.081
 365 | 2019,Apr,CC100,4000001,Accounts Payable,Liability,402
 366 | 2019,Apr,CC101,1000000,Product Sales,Revenue,505.747
 367 | 2019,Apr,CC101,1000001,Licensing Revenue,Revenue,302.298
 368 | 2019,Apr,CC101,1000002,Service Revenue,Revenue,413.823
 369 | 2019,Apr,CC101,1000004,Fee Revenue,Revenue,327.788
 370 | 2019,Apr,CC101,2000000,Cost of Good Sold,Expense,414.37
 371 | 2019,Apr,CC101,2000001,Staff Expenses,Expense,477.585
 372 | 2019,Apr,CC101,2000002,Technology Expenses,Expense,72.275
 373 | 2019,Apr,CC101,2000003,Property Expenses,Expense,252.063
 374 | 2019,Apr,CC101,2000005,Purchases,Expense,318.396
 375 | 2019,Apr,CC101,3000000,Cash at Bank,Asset,-703.624
 376 | 2019,Apr,CC101,3000001,Inventory,Asset,808.834
 377 | 2019,Apr,CC101,3000002,Accounts Receivable,Asset,153.535
 378 | 2019,Apr,CC101,4000001,Accounts Payable,Liability,-980
 379 | 2019,Apr,CC102,1000000,Product Sales,Revenue,997.204
 380 | 2019,Apr,CC102,1000001,Licensing Revenue,Revenue,79.265
 381 | 2019,Apr,CC102,1000002,Service Revenue,Revenue,1273.528
 382 | 2019,Apr,CC102,1000004,Fee Revenue,Revenue,334.796
 383 | 2019,Apr,CC102,2000000,Cost of Good Sold,Expense,567.541
 384 | 2019,Apr,CC102,2000001,Staff Expenses,Expense,708.587
 385 | 2019,Apr,CC102,2000002,Technology Expenses,Expense,506.579
 386 | 2019,Apr,CC102,2000003,Property Expenses,Expense,562.361
 387 | 2019,Apr,CC102,2000005,Purchases,Expense,693.075
 388 | 2019,Apr,CC102,3000000,Cash at Bank,Asset,-198.831
 389 | 2019,Apr,CC102,3000001,Inventory,Asset,852.133
 390 | 2019,Apr,CC102,3000002,Accounts Receivable,Asset,408.359
 391 | 2019,Apr,CC102,4000001,Accounts Payable,Liability,608
 392 | 2019,Apr,CC200,1000000,Product Sales,Revenue,1113.095
 393 | 2019,Apr,CC200,1000001,Licensing Revenue,Revenue,355.738
 394 | 2019,Apr,CC200,1000002,Service Revenue,Revenue,1035.996
 395 | 2019,Apr,CC200,1000004,Fee Revenue,Revenue,933.899
 396 | 2019,Apr,CC200,2000000,Cost of Good Sold,Expense,812.644
 397 | 2019,Apr,CC200,2000001,Staff Expenses,Expense,703.858
 398 | 2019,Apr,CC200,2000002,Technology Expenses,Expense,447.586
 399 | 2019,Apr,CC200,2000003,Property Expenses,Expense,561.781
 400 | 2019,Apr,CC200,2000005,Purchases,Expense,700.446
 401 | 2019,Apr,CC200,3000000,Cash at Bank,Asset,796.656
 402 | 2019,Apr,CC200,3000001,Inventory,Asset,863.231
 403 | 2019,Apr,CC200,3000002,Accounts Receivable,Asset,286.884
 404 | 2019,Apr,CC200,4000001,Accounts Payable,Liability,588
 405 | 2019,Apr,CC201,1000000,Product Sales,Revenue,557.642
 406 | 2019,Apr,CC201,1000001,Licensing Revenue,Revenue,366.216
 407 | 2019,Apr,CC201,1000002,Service Revenue,Revenue,863.994
 408 | 2019,Apr,CC201,1000004,Fee Revenue,Revenue,775.785
 409 | 2019,Apr,CC201,2000000,Cost of Good Sold,Expense,289.414
 410 | 2019,Apr,CC201,2000001,Staff Expenses,Expense,291.616
 411 | 2019,Apr,CC201,2000002,Technology Expenses,Expense,233.196
 412 | 2019,Apr,CC201,2000003,Property Expenses,Expense,448.206
 413 | 2019,Apr,CC201,2000005,Purchases,Expense,304.678
 414 | 2019,Apr,CC201,3000000,Cash at Bank,Asset,-554.647
 415 | 2019,Apr,CC201,3000001,Inventory,Asset,819.77
 416 | 2019,Apr,CC201,3000002,Accounts Receivable,Asset,658.04
 417 | 2019,Apr,CC201,4000001,Accounts Payable,Liability,-984
 418 | 2019,Apr,CC202,1000000,Product Sales,Revenue,540.851
 419 | 2019,Apr,CC202,1000001,Licensing Revenue,Revenue,550.359
 420 | 2019,Apr,CC202,1000002,Service Revenue,Revenue,1099.379
 421 | 2019,Apr,CC202,1000004,Fee Revenue,Revenue,675.841
 422 | 2019,Apr,CC202,2000000,Cost of Good Sold,Expense,246.986
 423 | 2019,Apr,CC202,2000001,Staff Expenses,Expense,704.92
 424 | 2019,Apr,CC202,2000002,Technology Expenses,Expense,414.685
 425 | 2019,Apr,CC202,2000003,Property Expenses,Expense,517.614
 426 | 2019,Apr,CC202,2000005,Purchases,Expense,227.362
 427 | 2019,Apr,CC202,3000000,Cash at Bank,Asset,-844.882
 428 | 2019,Apr,CC202,3000001,Inventory,Asset,853.971
 429 | 2019,Apr,CC202,3000002,Accounts Receivable,Asset,97.174
 430 | 2019,Apr,CC202,4000001,Accounts Payable,Liability,-980
 431 | 2019,Apr,CC300,1000000,Product Sales,Revenue,440.963
 432 | 2019,Apr,CC300,1000001,Licensing Revenue,Revenue,623.147
 433 | 2019,Apr,CC300,1000002,Service Revenue,Revenue,1059.26
 434 | 2019,Apr,CC300,1000004,Fee Revenue,Revenue,941.066
 435 | 2019,Apr,CC300,2000000,Cost of Good Sold,Expense,298.77
 436 | 2019,Apr,CC300,2000001,Staff Expenses,Expense,675.84
 437 | 2019,Apr,CC300,2000002,Technology Expenses,Expense,449.317
 438 | 2019,Apr,CC300,2000003,Property Expenses,Expense,503.816
 439 | 2019,Apr,CC300,2000005,Purchases,Expense,276.746
 440 | 2019,Apr,CC300,3000000,Cash at Bank,Asset,-610.421
 441 | 2019,Apr,CC300,3000001,Inventory,Asset,901.232
 442 | 2019,Apr,CC300,3000002,Accounts Receivable,Asset,1204.792
 443 | 2019,Apr,CC300,4000001,Accounts Payable,Liability,-980
 444 | 2019,Apr,CC301,1000000,Product Sales,Revenue,693.245
 445 | 2019,Apr,CC301,1000001,Licensing Revenue,Revenue,477.711
 446 | 2019,Apr,CC301,1000002,Service Revenue,Revenue,918.024
 447 | 2019,Apr,CC301,1000004,Fee Revenue,Revenue,880.697
 448 | 2019,Apr,CC301,2000000,Cost of Good Sold,Expense,469.377
 449 | 2019,Apr,CC301,2000001,Staff Expenses,Expense,359.077
 450 | 2019,Apr,CC301,2000002,Technology Expenses,Expense,286.602
 451 | 2019,Apr,CC301,2000003,Property Expenses,Expense,299.946
 452 | 2019,Apr,CC301,2000005,Purchases,Expense,451.148
 453 | 2019,Apr,CC301,3000000,Cash at Bank,Asset,-213.638
 454 | 2019,Apr,CC301,3000001,Inventory,Asset,781.098
 455 | 2019,Apr,CC301,3000002,Accounts Receivable,Asset,544.589
 456 | 2019,Apr,CC301,4000001,Accounts Payable,Liability,-592
 457 | 2019,Apr,CC302,1000000,Product Sales,Revenue,163.273
 458 | 2019,Apr,CC302,1000001,Licensing Revenue,Revenue,527.373
 459 | 2019,Apr,CC302,1000002,Service Revenue,Revenue,967.902
 460 | 2019,Apr,CC302,1000004,Fee Revenue,Revenue,1026.2
 461 | 2019,Apr,CC302,2000000,Cost of Good Sold,Expense,179.087
 462 | 2019,Apr,CC302,2000001,Staff Expenses,Expense,611.081
 463 | 2019,Apr,CC302,2000002,Technology Expenses,Expense,403.062
 464 | 2019,Apr,CC302,2000003,Property Expenses,Expense,415.687
 465 | 2019,Apr,CC302,2000005,Purchases,Expense,248.188
 466 | 2019,Apr,CC302,3000000,Cash at Bank,Asset,-490.935
 467 | 2019,Apr,CC302,3000001,Inventory,Asset,865.455
 468 | 2019,Apr,CC302,3000002,Accounts Receivable,Asset,620.365
 469 | 2019,Apr,CC302,4000001,Accounts Payable,Liability,-980
 470 | 2019,May,CC100,1000000,Product Sales,Revenue,68.079
 471 | 2019,May,CC100,1000001,Licensing Revenue,Revenue,502.282
 472 | 2019,May,CC100,1000002,Service Revenue,Revenue,980.197
 473 | 2019,May,CC100,1000004,Fee Revenue,Revenue,118.708
 474 | 2019,May,CC100,2000000,Cost of Good Sold,Expense,172.572
 475 | 2019,May,CC100,2000001,Staff Expenses,Expense,698.583
 476 | 2019,May,CC100,2000002,Technology Expenses,Expense,485.099
 477 | 2019,May,CC100,2000003,Property Expenses,Expense,544.646
 478 | 2019,May,CC100,2000005,Purchases,Expense,146.85
 479 | 2019,May,CC100,3000000,Cash at Bank,Asset,742.772
 480 | 2019,May,CC100,3000001,Inventory,Asset,814.894
 481 | 2019,May,CC100,3000002,Accounts Receivable,Asset,693.79
 482 | 2019,May,CC100,4000001,Accounts Payable,Liability,588
 483 | 2019,May,CC101,1000000,Product Sales,Revenue,778.923
 484 | 2019,May,CC101,1000001,Licensing Revenue,Revenue,494.834
 485 | 2019,May,CC101,1000002,Service Revenue,Revenue,268.192
 486 | 2019,May,CC101,1000004,Fee Revenue,Revenue,688.775
 487 | 2019,May,CC101,2000000,Cost of Good Sold,Expense,600.917
 488 | 2019,May,CC101,2000001,Staff Expenses,Expense,183.139
 489 | 2019,May,CC101,2000002,Technology Expenses,Expense,115.556
 490 | 2019,May,CC101,2000003,Property Expenses,Expense,186.162
 491 | 2019,May,CC101,2000005,Purchases,Expense,517.469
 492 | 2019,May,CC101,3000000,Cash at Bank,Asset,-317.642
 493 | 2019,May,CC101,3000001,Inventory,Asset,731.374
 494 | 2019,May,CC101,3000002,Accounts Receivable,Asset,793.117
 495 | 2019,May,CC101,4000001,Accounts Payable,Liability,-988
 496 | 2019,May,CC102,1000000,Product Sales,Revenue,894.593
 497 | 2019,May,CC102,1000001,Licensing Revenue,Revenue,657.967
 498 | 2019,May,CC102,1000002,Service Revenue,Revenue,1041.095
 499 | 2019,May,CC102,1000004,Fee Revenue,Revenue,413.443
 500 | 2019,May,CC102,2000000,Cost of Good Sold,Expense,657.05
 501 | 2019,May,CC102,2000001,Staff Expenses,Expense,667.832
 502 | 2019,May,CC102,2000002,Technology Expenses,Expense,467.139
 503 | 2019,May,CC102,2000003,Property Expenses,Expense,570.277
 504 | 2019,May,CC102,2000005,Purchases,Expense,599.199
 505 | 2019,May,CC102,3000000,Cash at Bank,Asset,696
 506 | 2019,May,CC102,3000001,Inventory,Asset,815.16
 507 | 2019,May,CC102,3000002,Accounts Receivable,Asset,1206.507
 508 | 2019,May,CC102,4000001,Accounts Payable,Liability,608
 509 | 2019,May,CC200,1000000,Product Sales,Revenue,839.684
 510 | 2019,May,CC200,1000001,Licensing Revenue,Revenue,489.714
 511 | 2019,May,CC200,1000002,Service Revenue,Revenue,757.045
 512 | 2019,May,CC200,1000004,Fee Revenue,Revenue,376.674
 513 | 2019,May,CC200,2000000,Cost of Good Sold,Expense,471.524
 514 | 2019,May,CC200,2000001,Staff Expenses,Expense,446.418
 515 | 2019,May,CC200,2000002,Technology Expenses,Expense,320.22
 516 | 2019,May,CC200,2000003,Property Expenses,Expense,350.177
 517 | 2019,May,CC200,2000005,Purchases,Expense,424.264
 518 | 2019,May,CC200,3000000,Cash at Bank,Asset,782.782
 519 | 2019,May,CC200,3000001,Inventory,Asset,822.66
 520 | 2019,May,CC200,3000002,Accounts Receivable,Asset,690.476
 521 | 2019,May,CC200,4000001,Accounts Payable,Liability,788
 522 | 2019,May,CC201,1000000,Product Sales,Revenue,302.488
 523 | 2019,May,CC201,1000001,Licensing Revenue,Revenue,42.783
 524 | 2019,May,CC201,1000002,Service Revenue,Revenue,776.241
 525 | 2019,May,CC201,1000004,Fee Revenue,Revenue,263.661
 526 | 2019,May,CC201,2000000,Cost of Good Sold,Expense,75.002
 527 | 2019,May,CC201,2000001,Staff Expenses,Expense,279.159
 528 | 2019,May,CC201,2000002,Technology Expenses,Expense,269.611
 529 | 2019,May,CC201,2000003,Property Expenses,Expense,245.204
 530 | 2019,May,CC201,2000005,Purchases,Expense,93.977
 531 | 2019,May,CC201,3000000,Cash at Bank,Asset,-315.248
 532 | 2019,May,CC201,3000001,Inventory,Asset,812.105
 533 | 2019,May,CC201,3000002,Accounts Receivable,Asset,393.697
 534 | 2019,May,CC201,4000001,Accounts Payable,Liability,-588
 535 | 2019,May,CC202,1000000,Product Sales,Revenue,800.879
 536 | 2019,May,CC202,1000001,Licensing Revenue,Revenue,355.816
 537 | 2019,May,CC202,1000002,Service Revenue,Revenue,1182.078
 538 | 2019,May,CC202,1000004,Fee Revenue,Revenue,759.706
 539 | 2019,May,CC202,2000000,Cost of Good Sold,Expense,476.971
 540 | 2019,May,CC202,2000001,Staff Expenses,Expense,761.561
 541 | 2019,May,CC202,2000002,Technology Expenses,Expense,430.227
 542 | 2019,May,CC202,2000003,Property Expenses,Expense,630.538
 543 | 2019,May,CC202,2000005,Purchases,Expense,518.89
 544 | 2019,May,CC202,3000000,Cash at Bank,Asset,652.12
 545 | 2019,May,CC202,3000001,Inventory,Asset,816.996
 546 | 2019,May,CC202,3000002,Accounts Receivable,Asset,360.793
 547 | 2019,May,CC202,4000001,Accounts Payable,Liability,402
 548 | 2019,May,CC300,1000000,Product Sales,Revenue,296.925
 549 | 2019,May,CC300,1000001,Licensing Revenue,Revenue,568.676
 550 | 2019,May,CC300,1000002,Service Revenue,Revenue,643.536
 551 | 2019,May,CC300,1000004,Fee Revenue,Revenue,272.353
 552 | 2019,May,CC300,2000000,Cost of Good Sold,Expense,129.17
 553 | 2019,May,CC300,2000001,Staff Expenses,Expense,371.48
 554 | 2019,May,CC300,2000002,Technology Expenses,Expense,240.669
 555 | 2019,May,CC300,2000003,Property Expenses,Expense,165.135
 556 | 2019,May,CC300,2000005,Purchases,Expense,119.917
 557 | 2019,May,CC300,3000000,Cash at Bank,Asset,-551.223
 558 | 2019,May,CC300,3000001,Inventory,Asset,886.942
 559 | 2019,May,CC300,3000002,Accounts Receivable,Asset,275.142
 560 | 2019,May,CC300,4000001,Accounts Payable,Liability,-984
 561 | 2019,May,CC301,1000000,Product Sales,Revenue,910.94
 562 | 2019,May,CC301,1000001,Licensing Revenue,Revenue,379.295
 563 | 2019,May,CC301,1000002,Service Revenue,Revenue,1187.72
 564 | 2019,May,CC301,1000004,Fee Revenue,Revenue,538.169
 565 | 2019,May,CC301,2000000,Cost of Good Sold,Expense,644.726
 566 | 2019,May,CC301,2000001,Staff Expenses,Expense,669.915
 567 | 2019,May,CC301,2000002,Technology Expenses,Expense,440.496
 568 | 2019,May,CC301,2000003,Property Expenses,Expense,564.406
 569 | 2019,May,CC301,2000005,Purchases,Expense,604.05
 570 | 2019,May,CC301,3000000,Cash at Bank,Asset,461.976
 571 | 2019,May,CC301,3000001,Inventory,Asset,721.369
 572 | 2019,May,CC301,3000002,Accounts Receivable,Asset,558.286
 573 | 2019,May,CC301,4000001,Accounts Payable,Liability,786
 574 | 2019,May,CC302,1000000,Product Sales,Revenue,920.544
 575 | 2019,May,CC302,1000001,Licensing Revenue,Revenue,616.769
 576 | 2019,May,CC302,1000002,Service Revenue,Revenue,997.332
 577 | 2019,May,CC302,1000004,Fee Revenue,Revenue,587.828
 578 | 2019,May,CC302,2000000,Cost of Good Sold,Expense,603.086
 579 | 2019,May,CC302,2000001,Staff Expenses,Expense,697.53
 580 | 2019,May,CC302,2000002,Technology Expenses,Expense,444.578
 581 | 2019,May,CC302,2000003,Property Expenses,Expense,602.538
 582 | 2019,May,CC302,2000005,Purchases,Expense,570.134
 583 | 2019,May,CC302,3000000,Cash at Bank,Asset,-802.422
 584 | 2019,May,CC302,3000001,Inventory,Asset,812.3
 585 | 2019,May,CC302,3000002,Accounts Receivable,Asset,19.75
 586 | 2019,May,CC302,4000001,Accounts Payable,Liability,-784
 587 | 2019,Jun,CC100,1000000,Product Sales,Revenue,434.797
 588 | 2019,Jun,CC100,1000001,Licensing Revenue,Revenue,584.871
 589 | 2019,Jun,CC100,1000002,Service Revenue,Revenue,895.373
 590 | 2019,Jun,CC100,1000004,Fee Revenue,Revenue,847.786
 591 | 2019,Jun,CC100,2000000,Cost of Good Sold,Expense,389.233
 592 | 2019,Jun,CC100,2000001,Staff Expenses,Expense,708.066
 593 | 2019,Jun,CC100,2000002,Technology Expenses,Expense,462.771
 594 | 2019,Jun,CC100,2000003,Property Expenses,Expense,680.198
 595 | 2019,Jun,CC100,2000005,Purchases,Expense,353.059
 596 | 2019,Jun,CC100,3000000,Cash at Bank,Asset,-946.608
 597 | 2019,Jun,CC100,3000001,Inventory,Asset,798.023
 598 | 2019,Jun,CC100,3000002,Accounts Receivable,Asset,377.575
 599 | 2019,Jun,CC100,4000001,Accounts Payable,Liability,-980
 600 | 2019,Jun,CC101,1000000,Product Sales,Revenue,267.288
 601 | 2019,Jun,CC101,1000001,Licensing Revenue,Revenue,469.168
 602 | 2019,Jun,CC101,1000002,Service Revenue,Revenue,427.39
 603 | 2019,Jun,CC101,1000004,Fee Revenue,Revenue,307.663
 604 | 2019,Jun,CC101,2000000,Cost of Good Sold,Expense,141.247
 605 | 2019,Jun,CC101,2000001,Staff Expenses,Expense,283.07
 606 | 2019,Jun,CC101,2000002,Technology Expenses,Expense,242.218
 607 | 2019,Jun,CC101,2000003,Property Expenses,Expense,225.454
 608 | 2019,Jun,CC101,2000005,Purchases,Expense,136.433
 609 | 2019,Jun,CC101,3000000,Cash at Bank,Asset,-834.345
 610 | 2019,Jun,CC101,3000001,Inventory,Asset,713.981
 611 | 2019,Jun,CC101,3000002,Accounts Receivable,Asset,141.124
 612 | 2019,Jun,CC101,4000001,Accounts Payable,Liability,-980
 613 | 2019,Jun,CC102,1000000,Product Sales,Revenue,926.972
 614 | 2019,Jun,CC102,1000001,Licensing Revenue,Revenue,1072.695
 615 | 2019,Jun,CC102,1000002,Service Revenue,Revenue,436.834
 616 | 2019,Jun,CC102,1000004,Fee Revenue,Revenue,120.651
 617 | 2019,Jun,CC102,2000000,Cost of Good Sold,Expense,624.266
 618 | 2019,Jun,CC102,2000001,Staff Expenses,Expense,305.452
 619 | 2019,Jun,CC102,2000002,Technology Expenses,Expense,175.485
 620 | 2019,Jun,CC102,2000003,Property Expenses,Expense,280.781
 621 | 2019,Jun,CC102,2000005,Purchases,Expense,632.812
 622 | 2019,Jun,CC102,3000000,Cash at Bank,Asset,-707.728
 623 | 2019,Jun,CC102,3000001,Inventory,Asset,740.629
 624 | 2019,Jun,CC102,3000002,Accounts Receivable,Asset,557.816
 625 | 2019,Jun,CC102,4000001,Accounts Payable,Liability,-980
 626 | 2019,Jun,CC200,1000000,Product Sales,Revenue,1022.779
 627 | 2019,Jun,CC200,1000001,Licensing Revenue,Revenue,1298.224
 628 | 2019,Jun,CC200,1000002,Service Revenue,Revenue,1209.755
 629 | 2019,Jun,CC200,1000004,Fee Revenue,Revenue,968.958
 630 | 2019,Jun,CC200,2000000,Cost of Good Sold,Expense,741.673
 631 | 2019,Jun,CC200,2000001,Staff Expenses,Expense,779.249
 632 | 2019,Jun,CC200,2000002,Technology Expenses,Expense,482.749
 633 | 2019,Jun,CC200,2000003,Property Expenses,Expense,679.394
 634 | 2019,Jun,CC200,2000005,Purchases,Expense,660.149
 635 | 2019,Jun,CC200,3000000,Cash at Bank,Asset,-417.444
 636 | 2019,Jun,CC200,3000001,Inventory,Asset,789.653
 637 | 2019,Jun,CC200,3000002,Accounts Receivable,Asset,621.887
 638 | 2019,Jun,CC200,4000001,Accounts Payable,Liability,-784
 639 | 2019,Jun,CC201,1000000,Product Sales,Revenue,1186.361
 640 | 2019,Jun,CC201,1000001,Licensing Revenue,Revenue,880.448
 641 | 2019,Jun,CC201,1000002,Service Revenue,Revenue,1252.771
 642 | 2019,Jun,CC201,1000004,Fee Revenue,Revenue,624.702
 643 | 2019,Jun,CC201,2000000,Cost of Good Sold,Expense,769.707
 644 | 2019,Jun,CC201,2000001,Staff Expenses,Expense,729.927
 645 | 2019,Jun,CC201,2000002,Technology Expenses,Expense,417.729
 646 | 2019,Jun,CC201,2000003,Property Expenses,Expense,694.47
 647 | 2019,Jun,CC201,2000005,Purchases,Expense,713.582
 648 | 2019,Jun,CC201,3000000,Cash at Bank,Asset,-798.393
 649 | 2019,Jun,CC201,3000001,Inventory,Asset,748.897
 650 | 2019,Jun,CC201,3000002,Accounts Receivable,Asset,1019.617
 651 | 2019,Jun,CC201,4000001,Accounts Payable,Liability,-980
 652 | 2019,Jun,CC202,1000000,Product Sales,Revenue,785.862
 653 | 2019,Jun,CC202,1000001,Licensing Revenue,Revenue,981.28
 654 | 2019,Jun,CC202,1000002,Service Revenue,Revenue,790.537
 655 | 2019,Jun,CC202,1000004,Fee Revenue,Revenue,386.785
 656 | 2019,Jun,CC202,2000000,Cost of Good Sold,Expense,538.951
 657 | 2019,Jun,CC202,2000001,Staff Expenses,Expense,637.885
 658 | 2019,Jun,CC202,2000002,Technology Expenses,Expense,433.672
 659 | 2019,Jun,CC202,2000003,Property Expenses,Expense,548.126
 660 | 2019,Jun,CC202,2000005,Purchases,Expense,468.515
 661 | 2019,Jun,CC202,3000000,Cash at Bank,Asset,-794.88
 662 | 2019,Jun,CC202,3000001,Inventory,Asset,770.933
 663 | 2019,Jun,CC202,3000002,Accounts Receivable,Asset,151.848
 664 | 2019,Jun,CC202,4000001,Accounts Payable,Liability,-980
 665 | 2019,Jun,CC300,1000000,Product Sales,Revenue,79.561
 666 | 2019,Jun,CC300,1000001,Licensing Revenue,Revenue,810.143
 667 | 2019,Jun,CC300,1000002,Service Revenue,Revenue,785.122
 668 | 2019,Jun,CC300,1000004,Fee Revenue,Revenue,405.369
 669 | 2019,Jun,CC300,2000000,Cost of Good Sold,Expense,125.851
 670 | 2019,Jun,CC300,2000001,Staff Expenses,Expense,662.536
 671 | 2019,Jun,CC300,2000002,Technology Expenses,Expense,349.24
 672 | 2019,Jun,CC300,2000003,Property Expenses,Expense,402.698
 673 | 2019,Jun,CC300,2000005,Purchases,Expense,58.49
 674 | 2019,Jun,CC300,3000000,Cash at Bank,Asset,-705.686
 675 | 2019,Jun,CC300,3000001,Inventory,Asset,878.025
 676 | 2019,Jun,CC300,3000002,Accounts Receivable,Asset,314.774
 677 | 2019,Jun,CC300,4000001,Accounts Payable,Liability,-980
 678 | 2019,Jun,CC301,1000000,Product Sales,Revenue,652.834
 679 | 2019,Jun,CC301,1000001,Licensing Revenue,Revenue,1163.435
 680 | 2019,Jun,CC301,1000002,Service Revenue,Revenue,387.66
 681 | 2019,Jun,CC301,1000004,Fee Revenue,Revenue,826.686
 682 | 2019,Jun,CC301,2000000,Cost of Good Sold,Expense,443.022
 683 | 2019,Jun,CC301,2000001,Staff Expenses,Expense,214.701
 684 | 2019,Jun,CC301,2000002,Technology Expenses,Expense,254.731
 685 | 2019,Jun,CC301,2000003,Property Expenses,Expense,140.47
 686 | 2019,Jun,CC301,2000005,Purchases,Expense,384.52
 687 | 2019,Jun,CC301,3000000,Cash at Bank,Asset,692.718
 688 | 2019,Jun,CC301,3000001,Inventory,Asset,684.724
 689 | 2019,Jun,CC301,3000002,Accounts Receivable,Asset,178.806
 690 | 2019,Jun,CC301,4000001,Accounts Payable,Liability,-784
 691 | 2019,Jun,CC302,1000000,Product Sales,Revenue,280.514
 692 | 2019,Jun,CC302,1000001,Licensing Revenue,Revenue,487.248
 693 | 2019,Jun,CC302,1000002,Service Revenue,Revenue,372.718
 694 | 2019,Jun,CC302,1000004,Fee Revenue,Revenue,582.31
 695 | 2019,Jun,CC302,2000000,Cost of Good Sold,Expense,187.003
 696 | 2019,Jun,CC302,2000001,Staff Expenses,Expense,169.884
 697 | 2019,Jun,CC302,2000002,Technology Expenses,Expense,157.707
 698 | 2019,Jun,CC302,2000003,Property Expenses,Expense,181.936
 699 | 2019,Jun,CC302,2000005,Purchases,Expense,177.263
 700 | 2019,Jun,CC302,3000000,Cash at Bank,Asset,-620.451
 701 | 2019,Jun,CC302,3000001,Inventory,Asset,794.197
 702 | 2019,Jun,CC302,3000002,Accounts Receivable,Asset,93.093
 703 | 2019,Jun,CC302,4000001,Accounts Payable,Liability,-980
 704 | 2019,Jul,CC100,1000000,Product Sales,Revenue,624.105
 705 | 2019,Jul,CC100,1000001,Licensing Revenue,Revenue,264.495
 706 | 2019,Jul,CC100,1000002,Service Revenue,Revenue,783.616
 707 | 2019,Jul,CC100,1000004,Fee Revenue,Revenue,558.152
 708 | 2019,Jul,CC100,2000000,Cost of Good Sold,Expense,480.38
 709 | 2019,Jul,CC100,2000001,Staff Expenses,Expense,405.09
 710 | 2019,Jul,CC100,2000002,Technology Expenses,Expense,248.617
 711 | 2019,Jul,CC100,2000003,Property Expenses,Expense,557.132
 712 | 2019,Jul,CC100,2000005,Purchases,Expense,475.591
 713 | 2019,Jul,CC100,3000000,Cash at Bank,Asset,714.185
 714 | 2019,Jul,CC100,3000001,Inventory,Asset,749.251
 715 | 2019,Jul,CC100,3000002,Accounts Receivable,Asset,309.415
 716 | 2019,Jul,CC100,4000001,Accounts Payable,Liability,790
 717 | 2019,Jul,CC101,1000000,Product Sales,Revenue,695.088
 718 | 2019,Jul,CC101,1000001,Licensing Revenue,Revenue,205.477
 719 | 2019,Jul,CC101,1000002,Service Revenue,Revenue,950.614
 720 | 2019,Jul,CC101,1000004,Fee Revenue,Revenue,176.328
 721 | 2019,Jul,CC101,2000000,Cost of Good Sold,Expense,474.566
 722 | 2019,Jul,CC101,2000001,Staff Expenses,Expense,545.524
 723 | 2019,Jul,CC101,2000002,Technology Expenses,Expense,407.753
 724 | 2019,Jul,CC101,2000003,Property Expenses,Expense,573.844
 725 | 2019,Jul,CC101,2000005,Purchases,Expense,433.623
 726 | 2019,Jul,CC101,3000000,Cash at Bank,Asset,92.292
 727 | 2019,Jul,CC101,3000001,Inventory,Asset,666.148
 728 | 2019,Jul,CC101,3000002,Accounts Receivable,Asset,82.708
 729 | 2019,Jul,CC101,4000001,Accounts Payable,Liability,784
 730 | 2019,Jul,CC102,1000000,Product Sales,Revenue,698.148
 731 | 2019,Jul,CC102,1000001,Licensing Revenue,Revenue,935.543
 732 | 2019,Jul,CC102,1000002,Service Revenue,Revenue,667.177
 733 | 2019,Jul,CC102,1000004,Fee Revenue,Revenue,805.538
 734 | 2019,Jul,CC102,2000000,Cost of Good Sold,Expense,465.179
 735 | 2019,Jul,CC102,2000001,Staff Expenses,Expense,235.864
 736 | 2019,Jul,CC102,2000002,Technology Expenses,Expense,156.355
 737 | 2019,Jul,CC102,2000003,Property Expenses,Expense,180.793
 738 | 2019,Jul,CC102,2000005,Purchases,Expense,475.267
 739 | 2019,Jul,CC102,3000000,Cash at Bank,Asset,166.54
 740 | 2019,Jul,CC102,3000001,Inventory,Asset,705.502
 741 | 2019,Jul,CC102,3000002,Accounts Receivable,Asset,811.41
 742 | 2019,Jul,CC102,4000001,Accounts Payable,Liability,-984
 743 | 2019,Jul,CC200,1000000,Product Sales,Revenue,859.743
 744 | 2019,Jul,CC200,1000001,Licensing Revenue,Revenue,112.627
 745 | 2019,Jul,CC200,1000002,Service Revenue,Revenue,1192.857
 746 | 2019,Jul,CC200,1000004,Fee Revenue,Revenue,641.975
 747 | 2019,Jul,CC200,2000000,Cost of Good Sold,Expense,575.412
 748 | 2019,Jul,CC200,2000001,Staff Expenses,Expense,722.336
 749 | 2019,Jul,CC200,2000002,Technology Expenses,Expense,515.384
 750 | 2019,Jul,CC200,2000003,Property Expenses,Expense,640.111
 751 | 2019,Jul,CC200,2000005,Purchases,Expense,550.944
 752 | 2019,Jul,CC200,3000000,Cash at Bank,Asset,187.609
 753 | 2019,Jul,CC200,3000001,Inventory,Asset,740.883
 754 | 2019,Jul,CC200,3000002,Accounts Receivable,Asset,633.454
 755 | 2019,Jul,CC200,4000001,Accounts Payable,Liability,988
 756 | 2019,Jul,CC201,1000000,Product Sales,Revenue,597.418
 757 | 2019,Jul,CC201,1000001,Licensing Revenue,Revenue,658.45
 758 | 2019,Jul,CC201,1000002,Service Revenue,Revenue,1264.517
 759 | 2019,Jul,CC201,1000004,Fee Revenue,Revenue,88.932
 760 | 2019,Jul,CC201,2000000,Cost of Good Sold,Expense,89.019
 761 | 2019,Jul,CC201,2000001,Staff Expenses,Expense,813.713
 762 | 2019,Jul,CC201,2000002,Technology Expenses,Expense,513.755
 763 | 2019,Jul,CC201,2000003,Property Expenses,Expense,607.578
 764 | 2019,Jul,CC201,2000005,Purchases,Expense,82.826
 765 | 2019,Jul,CC201,3000000,Cash at Bank,Asset,362.712
 766 | 2019,Jul,CC201,3000001,Inventory,Asset,744.49
 767 | 2019,Jul,CC201,3000002,Accounts Receivable,Asset,599.288
 768 | 2019,Jul,CC201,4000001,Accounts Payable,Liability,784
 769 | 2019,Jul,CC202,1000000,Product Sales,Revenue,258.179
 770 | 2019,Jul,CC202,1000001,Licensing Revenue,Revenue,613.519
 771 | 2019,Jul,CC202,1000002,Service Revenue,Revenue,763.977
 772 | 2019,Jul,CC202,1000004,Fee Revenue,Revenue,370.221
 773 | 2019,Jul,CC202,2000000,Cost of Good Sold,Expense,77.521
 774 | 2019,Jul,CC202,2000001,Staff Expenses,Expense,450.573
 775 | 2019,Jul,CC202,2000002,Technology Expenses,Expense,340.274
 776 | 2019,Jul,CC202,2000003,Property Expenses,Expense,582.625
 777 | 2019,Jul,CC202,2000005,Purchases,Expense,274.351
 778 | 2019,Jul,CC202,3000000,Cash at Bank,Asset,-334.397
 779 | 2019,Jul,CC202,3000001,Inventory,Asset,748.228
 780 | 2019,Jul,CC202,3000002,Accounts Receivable,Asset,435.193
 781 | 2019,Jul,CC202,4000001,Accounts Payable,Liability,-592
 782 | 2019,Jul,CC300,1000000,Product Sales,Revenue,408.412
 783 | 2019,Jul,CC300,1000001,Licensing Revenue,Revenue,536.673
 784 | 2019,Jul,CC300,1000002,Service Revenue,Revenue,383.972
 785 | 2019,Jul,CC300,1000004,Fee Revenue,Revenue,17.153
 786 | 2019,Jul,CC300,2000000,Cost of Good Sold,Expense,238.249
 787 | 2019,Jul,CC300,2000001,Staff Expenses,Expense,366.482
 788 | 2019,Jul,CC300,2000002,Technology Expenses,Expense,204.774
 789 | 2019,Jul,CC300,2000003,Property Expenses,Expense,168.911
 790 | 2019,Jul,CC300,2000005,Purchases,Expense,220.308
 791 | 2019,Jul,CC300,3000000,Cash at Bank,Asset,-335.23
 792 | 2019,Jul,CC300,3000001,Inventory,Asset,867.126
 793 | 2019,Jul,CC300,3000002,Accounts Receivable,Asset,155.633
 794 | 2019,Jul,CC300,4000001,Accounts Payable,Liability,-792
 795 | 2019,Jul,CC301,1000000,Product Sales,Revenue,613.095
 796 | 2019,Jul,CC301,1000001,Licensing Revenue,Revenue,448.71
 797 | 2019,Jul,CC301,1000002,Service Revenue,Revenue,1995.795
 798 | 2019,Jul,CC301,1000004,Fee Revenue,Revenue,882.731
 799 | 2019,Jul,CC301,2000000,Cost of Good Sold,Expense,490.3
 800 | 2019,Jul,CC301,2000001,Staff Expenses,Expense,718.961
 801 | 2019,Jul,CC301,2000002,Technology Expenses,Expense,774.532
 802 | 2019,Jul,CC301,2000003,Property Expenses,Expense,1075.884
 803 | 2019,Jul,CC301,2000005,Purchases,Expense,465.816
 804 | 2019,Jul,CC301,3000000,Cash at Bank,Asset,400.578
 805 | 2019,Jul,CC301,3000001,Inventory,Asset,640.439
 806 | 2019,Jul,CC301,3000002,Accounts Receivable,Asset,699.634
 807 | 2019,Jul,CC301,4000001,Accounts Payable,Liability,392
 808 | 2019,Jul,CC302,1000000,Product Sales,Revenue,192.641
 809 | 2019,Jul,CC302,1000001,Licensing Revenue,Revenue,316.973
 810 | 2019,Jul,CC302,1000002,Service Revenue,Revenue,236.012
 811 | 2019,Jul,CC302,1000004,Fee Revenue,Revenue,484.542
 812 | 2019,Jul,CC302,2000000,Cost of Good Sold,Expense,98.708
 813 | 2019,Jul,CC302,2000001,Staff Expenses,Expense,39.126
 814 | 2019,Jul,CC302,2000002,Technology Expenses,Expense,21.584
 815 | 2019,Jul,CC302,2000003,Property Expenses,Expense,40.044
 816 | 2019,Jul,CC302,2000005,Purchases,Expense,90.268
 817 | 2019,Jul,CC302,3000000,Cash at Bank,Asset,-302.721
 818 | 2019,Jul,CC302,3000001,Inventory,Asset,790.467
 819 | 2019,Jul,CC302,3000002,Accounts Receivable,Asset,177.043
 820 | 2019,Jul,CC302,4000001,Accounts Payable,Liability,-592
 821 | 2019,Aug,CC100,1000000,Product Sales,Revenue,287.508
 822 | 2019,Aug,CC100,1000001,Licensing Revenue,Revenue,440.23
 823 | 2019,Aug,CC100,1000002,Service Revenue,Revenue,849.724
 824 | 2019,Aug,CC100,1000004,Fee Revenue,Revenue,659.508
 825 | 2019,Aug,CC100,2000000,Cost of Good Sold,Expense,266.389
 826 | 2019,Aug,CC100,2000001,Staff Expenses,Expense,486.406
 827 | 2019,Aug,CC100,2000002,Technology Expenses,Expense,393.584
 828 | 2019,Aug,CC100,2000003,Property Expenses,Expense,383.082
 829 | 2019,Aug,CC100,2000005,Purchases,Expense,270.59
 830 | 2019,Aug,CC100,3000000,Cash at Bank,Asset,-261.485
 831 | 2019,Aug,CC100,3000001,Inventory,Asset,755.859
 832 | 2019,Aug,CC100,3000002,Accounts Receivable,Asset,569.531
 833 | 2019,Aug,CC100,4000001,Accounts Payable,Liability,-588
 834 | 2019,Aug,CC101,1000000,Product Sales,Revenue,289.284
 835 | 2019,Aug,CC101,1000001,Licensing Revenue,Revenue,130.116
 836 | 2019,Aug,CC101,1000002,Service Revenue,Revenue,862.861
 837 | 2019,Aug,CC101,1000004,Fee Revenue,Revenue,608.559
 838 | 2019,Aug,CC101,2000000,Cost of Good Sold,Expense,345.132
 839 | 2019,Aug,CC101,2000001,Staff Expenses,Expense,562.126
 840 | 2019,Aug,CC101,2000002,Technology Expenses,Expense,351.28
 841 | 2019,Aug,CC101,2000003,Property Expenses,Expense,302.917
 842 | 2019,Aug,CC101,2000005,Purchases,Expense,49.89
 843 | 2019,Aug,CC101,3000000,Cash at Bank,Asset,365.114
 844 | 2019,Aug,CC101,3000001,Inventory,Asset,663.55
 845 | 2019,Aug,CC101,3000002,Accounts Receivable,Asset,248.496
 846 | 2019,Aug,CC101,4000001,Accounts Payable,Liability,392
 847 | 2019,Aug,CC102,1000000,Product Sales,Revenue,391.888
 848 | 2019,Aug,CC102,1000001,Licensing Revenue,Revenue,145.2
 849 | 2019,Aug,CC102,1000002,Service Revenue,Revenue,400.006
 850 | 2019,Aug,CC102,1000004,Fee Revenue,Revenue,819.156
 851 | 2019,Aug,CC102,2000000,Cost of Good Sold,Expense,300.127
 852 | 2019,Aug,CC102,2000001,Staff Expenses,Expense,279.081
 853 | 2019,Aug,CC102,2000002,Technology Expenses,Expense,220.288
 854 | 2019,Aug,CC102,2000003,Property Expenses,Expense,253.743
 855 | 2019,Aug,CC102,2000005,Purchases,Expense,231.859
 856 | 2019,Aug,CC102,3000000,Cash at Bank,Asset,-514.497
 857 | 2019,Aug,CC102,3000001,Inventory,Asset,669.062
 858 | 2019,Aug,CC102,3000002,Accounts Receivable,Asset,237.965
 859 | 2019,Aug,CC102,4000001,Accounts Payable,Liability,-980
 860 | 2019,Aug,CC200,1000000,Product Sales,Revenue,1056.703
 861 | 2019,Aug,CC200,1000001,Licensing Revenue,Revenue,146.348
 862 | 2019,Aug,CC200,1000002,Service Revenue,Revenue,474.128
 863 | 2019,Aug,CC200,1000004,Fee Revenue,Revenue,949.163
 864 | 2019,Aug,CC200,2000000,Cost of Good Sold,Expense,842.762
 865 | 2019,Aug,CC200,2000001,Staff Expenses,Expense,303.438
 866 | 2019,Aug,CC200,2000002,Technology Expenses,Expense,312.956
 867 | 2019,Aug,CC200,2000003,Property Expenses,Expense,247.073
 868 | 2019,Aug,CC200,2000005,Purchases,Expense,792.678
 869 | 2019,Aug,CC200,3000000,Cash at Bank,Asset,-983.234
 870 | 2019,Aug,CC200,3000001,Inventory,Asset,636.47
 871 | 2019,Aug,CC200,3000002,Accounts Receivable,Asset,221.146
 872 | 2019,Aug,CC200,4000001,Accounts Payable,Liability,-788
 873 | 2019,Aug,CC201,1000000,Product Sales,Revenue,1163.754
 874 | 2019,Aug,CC201,1000001,Licensing Revenue,Revenue,262.244
 875 | 2019,Aug,CC201,1000002,Service Revenue,Revenue,1292.91
 876 | 2019,Aug,CC201,1000004,Fee Revenue,Revenue,837.067
 877 | 2019,Aug,CC201,2000000,Cost of Good Sold,Expense,894.355
 878 | 2019,Aug,CC201,2000001,Staff Expenses,Expense,813.572
 879 | 2019,Aug,CC201,2000002,Technology Expenses,Expense,566.751
 880 | 2019,Aug,CC201,2000003,Property Expenses,Expense,710.542
 881 | 2019,Aug,CC201,2000005,Purchases,Expense,765.421
 882 | 2019,Aug,CC201,3000000,Cash at Bank,Asset,347.19
 883 | 2019,Aug,CC201,3000001,Inventory,Asset,661.534
 884 | 2019,Aug,CC201,3000002,Accounts Receivable,Asset,808.706
 885 | 2019,Aug,CC201,4000001,Accounts Payable,Liability,398
 886 | 2019,Aug,CC202,1000000,Product Sales,Revenue,762.812
 887 | 2019,Aug,CC202,1000001,Licensing Revenue,Revenue,557.191
 888 | 2019,Aug,CC202,1000002,Service Revenue,Revenue,916.687
 889 | 2019,Aug,CC202,1000004,Fee Revenue,Revenue,891.434
 890 | 2019,Aug,CC202,2000000,Cost of Good Sold,Expense,811.412
 891 | 2019,Aug,CC202,2000001,Staff Expenses,Expense,585.905
 892 | 2019,Aug,CC202,2000002,Technology Expenses,Expense,324.611
 893 | 2019,Aug,CC202,2000003,Property Expenses,Expense,499.224
 894 | 2019,Aug,CC202,2000005,Purchases,Expense,499.992
 895 | 2019,Aug,CC202,3000000,Cash at Bank,Asset,-875.28
 896 | 2019,Aug,CC202,3000001,Inventory,Asset,697.31
 897 | 2019,Aug,CC202,3000002,Accounts Receivable,Asset,676.456
 898 | 2019,Aug,CC202,4000001,Accounts Payable,Liability,-980
 899 | 2019,Aug,CC300,1000000,Product Sales,Revenue,640.485
 900 | 2019,Aug,CC300,1000001,Licensing Revenue,Revenue,342.045
 901 | 2019,Aug,CC300,1000002,Service Revenue,Revenue,1151.301
 902 | 2019,Aug,CC300,1000004,Fee Revenue,Revenue,948.002
 903 | 2019,Aug,CC300,2000000,Cost of Good Sold,Expense,440.359
 904 | 2019,Aug,CC300,2000001,Staff Expenses,Expense,676.194
 905 | 2019,Aug,CC300,2000002,Technology Expenses,Expense,513.126
 906 | 2019,Aug,CC300,2000003,Property Expenses,Expense,629.334
 907 | 2019,Aug,CC300,2000005,Purchases,Expense,399.234
 908 | 2019,Aug,CC300,3000000,Cash at Bank,Asset,1009.296
 909 | 2019,Aug,CC300,3000001,Inventory,Asset,799.437
 910 | 2019,Aug,CC300,3000002,Accounts Receivable,Asset,972.75
 911 | 2019,Aug,CC300,4000001,Accounts Payable,Liability,-388
 912 | 2019,Aug,CC301,1000000,Product Sales,Revenue,318.381
 913 | 2019,Aug,CC301,1000001,Licensing Revenue,Revenue,226.354
 914 | 2019,Aug,CC301,1000002,Service Revenue,Revenue,905.501
 915 | 2019,Aug,CC301,1000004,Fee Revenue,Revenue,274.598
 916 | 2019,Aug,CC301,2000000,Cost of Good Sold,Expense,283.872
 917 | 2019,Aug,CC301,2000001,Staff Expenses,Expense,502.983
 918 | 2019,Aug,CC301,2000002,Technology Expenses,Expense,359.518
 919 | 2019,Aug,CC301,2000003,Property Expenses,Expense,401.68
 920 | 2019,Aug,CC301,2000005,Purchases,Expense,334.527
 921 | 2019,Aug,CC301,3000000,Cash at Bank,Asset,412.83
 922 | 2019,Aug,CC301,3000001,Inventory,Asset,629.976
 923 | 2019,Aug,CC301,3000002,Accounts Receivable,Asset,289.407
 924 | 2019,Aug,CC301,4000001,Accounts Payable,Liability,590
 925 | 2019,Aug,CC302,1000000,Product Sales,Revenue,251.312
 926 | 2019,Aug,CC302,1000001,Licensing Revenue,Revenue,415.161
 927 | 2019,Aug,CC302,1000002,Service Revenue,Revenue,559.015
 928 | 2019,Aug,CC302,1000004,Fee Revenue,Revenue,439.3
 929 | 2019,Aug,CC302,2000000,Cost of Good Sold,Expense,92.717
 930 | 2019,Aug,CC302,2000001,Staff Expenses,Expense,284.201
 931 | 2019,Aug,CC302,2000002,Technology Expenses,Expense,242.05
 932 | 2019,Aug,CC302,2000003,Property Expenses,Expense,284.184
 933 | 2019,Aug,CC302,2000005,Purchases,Expense,86.385
 934 | 2019,Aug,CC302,3000000,Cash at Bank,Asset,-615.173
 935 | 2019,Aug,CC302,3000001,Inventory,Asset,784.8
 936 | 2019,Aug,CC302,3000002,Accounts Receivable,Asset,150.216
 937 | 2019,Aug,CC302,4000001,Accounts Payable,Liability,-982
 938 | 2019,Sep,CC100,1000000,Product Sales,Revenue,925.275
 939 | 2019,Sep,CC100,1000001,Licensing Revenue,Revenue,235.756
 940 | 2019,Sep,CC100,1000002,Service Revenue,Revenue,687.01
 941 | 2019,Sep,CC100,1000004,Fee Revenue,Revenue,822.053
 942 | 2019,Sep,CC100,2000000,Cost of Good Sold,Expense,552.245
 943 | 2019,Sep,CC100,2000001,Staff Expenses,Expense,370.041
 944 | 2019,Sep,CC100,2000002,Technology Expenses,Expense,261.714
 945 | 2019,Sep,CC100,2000003,Property Expenses,Expense,355.394
 946 | 2019,Sep,CC100,2000005,Purchases,Expense,555.321
 947 | 2019,Sep,CC100,3000000,Cash at Bank,Asset,-711.17
 948 | 2019,Sep,CC100,3000001,Inventory,Asset,679.1
 949 | 2019,Sep,CC100,3000002,Accounts Receivable,Asset,301.682
 950 | 2019,Sep,CC100,4000001,Accounts Payable,Liability,-592
 951 | 2019,Sep,CC101,1000000,Product Sales,Revenue,653.258
 952 | 2019,Sep,CC101,1000001,Licensing Revenue,Revenue,129.78
 953 | 2019,Sep,CC101,1000002,Service Revenue,Revenue,600.736
 954 | 2019,Sep,CC101,1000004,Fee Revenue,Revenue,408.13
 955 | 2019,Sep,CC101,2000000,Cost of Good Sold,Expense,449.605
 956 | 2019,Sep,CC101,2000001,Staff Expenses,Expense,507.426
 957 | 2019,Sep,CC101,2000002,Technology Expenses,Expense,285.511
 958 | 2019,Sep,CC101,2000003,Property Expenses,Expense,326.922
 959 | 2019,Sep,CC101,2000005,Purchases,Expense,324.632
 960 | 2019,Sep,CC101,3000000,Cash at Bank,Asset,613.721
 961 | 2019,Sep,CC101,3000001,Inventory,Asset,616.848
 962 | 2019,Sep,CC101,3000002,Accounts Receivable,Asset,159.526
 963 | 2019,Sep,CC101,4000001,Accounts Payable,Liability,590
 964 | 2019,Sep,CC102,1000000,Product Sales,Revenue,1055.516
 965 | 2019,Sep,CC102,1000001,Licensing Revenue,Revenue,250.569
 966 | 2019,Sep,CC102,1000002,Service Revenue,Revenue,1813.914
 967 | 2019,Sep,CC102,1000004,Fee Revenue,Revenue,732.177
 968 | 2019,Sep,CC102,2000000,Cost of Good Sold,Expense,705.816
 969 | 2019,Sep,CC102,2000001,Staff Expenses,Expense,868.389
 970 | 2019,Sep,CC102,2000002,Technology Expenses,Expense,711.518
 971 | 2019,Sep,CC102,2000003,Property Expenses,Expense,960.701
 972 | 2019,Sep,CC102,2000005,Purchases,Expense,647.34
 973 | 2019,Sep,CC102,3000000,Cash at Bank,Asset,33.31
 974 | 2019,Sep,CC102,3000001,Inventory,Asset,606.355
 975 | 2019,Sep,CC102,3000002,Accounts Receivable,Asset,880.809
 976 | 2019,Sep,CC102,4000001,Accounts Payable,Liability,394
 977 | 2019,Sep,CC200,1000000,Product Sales,Revenue,1013.342
 978 | 2019,Sep,CC200,1000001,Licensing Revenue,Revenue,71.16
 979 | 2019,Sep,CC200,1000002,Service Revenue,Revenue,107.242
 980 | 2019,Sep,CC200,1000004,Fee Revenue,Revenue,832.306
 981 | 2019,Sep,CC200,2000000,Cost of Good Sold,Expense,608.547
 982 | 2019,Sep,CC200,2000001,Staff Expenses,Expense,113.997
 983 | 2019,Sep,CC200,2000002,Technology Expenses,Expense,35.656
 984 | 2019,Sep,CC200,2000003,Property Expenses,Expense,349.425
 985 | 2019,Sep,CC200,2000005,Purchases,Expense,576.257
 986 | 2019,Sep,CC200,3000000,Cash at Bank,Asset,-114.252
 987 | 2019,Sep,CC200,3000001,Inventory,Asset,594.71
 988 | 2019,Sep,CC200,3000002,Accounts Receivable,Asset,525.229
 989 | 2019,Sep,CC200,4000001,Accounts Payable,Liability,-786
 990 | 2019,Sep,CC201,1000000,Product Sales,Revenue,1321.609
 991 | 2019,Sep,CC201,1000001,Licensing Revenue,Revenue,176.227
 992 | 2019,Sep,CC201,1000002,Service Revenue,Revenue,1698.786
 993 | 2019,Sep,CC201,1000004,Fee Revenue,Revenue,581.702
 994 | 2019,Sep,CC201,2000000,Cost of Good Sold,Expense,328.605
 995 | 2019,Sep,CC201,2000001,Staff Expenses,Expense,1172.347
 996 | 2019,Sep,CC201,2000002,Technology Expenses,Expense,722.036
 997 | 2019,Sep,CC201,2000003,Property Expenses,Expense,779.164
 998 | 2019,Sep,CC201,2000005,Purchases,Expense,305.41
 999 | 2019,Sep,CC201,3000000,Cash at Bank,Asset,-285.162
1000 | 2019,Sep,CC201,3000001,Inventory,Asset,614.872
1001 | 2019,Sep,CC201,3000002,Accounts Receivable,Asset,862.337
1002 | 2019,Sep,CC201,4000001,Accounts Payable,Liability,588
1003 | 2019,Sep,CC202,1000000,Product Sales,Revenue,1152.836
1004 | 2019,Sep,CC202,1000001,Licensing Revenue,Revenue,183.342
1005 | 2019,Sep,CC202,1000002,Service Revenue,Revenue,957.357
1006 | 2019,Sep,CC202,1000004,Fee Revenue,Revenue,253.664
1007 | 2019,Sep,CC202,2000000,Cost of Good Sold,Expense,675.913
1008 | 2019,Sep,CC202,2000001,Staff Expenses,Expense,576.61
1009 | 2019,Sep,CC202,2000002,Technology Expenses,Expense,388.573
1010 | 2019,Sep,CC202,2000003,Property Expenses,Expense,449.294
1011 | 2019,Sep,CC202,2000005,Purchases,Expense,668.991
1012 | 2019,Sep,CC202,3000000,Cash at Bank,Asset,153.91
1013 | 2019,Sep,CC202,3000001,Inventory,Asset,610.394
1014 | 2019,Sep,CC202,3000002,Accounts Receivable,Asset,225.694
1015 | 2019,Sep,CC202,4000001,Accounts Payable,Liability,986
1016 | 2019,Sep,CC300,1000000,Product Sales,Revenue,33.566
1017 | 2019,Sep,CC300,1000001,Licensing Revenue,Revenue,145.549
1018 | 2019,Sep,CC300,1000002,Service Revenue,Revenue,547.712
1019 | 2019,Sep,CC300,1000004,Fee Revenue,Revenue,96.287
1020 | 2019,Sep,CC300,2000000,Cost of Good Sold,Expense,20.523
1021 | 2019,Sep,CC300,2000001,Staff Expenses,Expense,128.998
1022 | 2019,Sep,CC300,2000002,Technology Expenses,Expense,203.084
1023 | 2019,Sep,CC300,2000003,Property Expenses,Expense,43.1
1024 | 2019,Sep,CC300,2000005,Purchases,Expense,18.847
1025 | 2019,Sep,CC300,3000000,Cash at Bank,Asset,-894.294
1026 | 2019,Sep,CC300,3000001,Inventory,Asset,805.247
1027 | 2019,Sep,CC300,3000002,Accounts Receivable,Asset,251.533
1028 | 2019,Sep,CC300,4000001,Accounts Payable,Liability,-984
1029 | 2019,Sep,CC301,1000000,Product Sales,Revenue,931.978
1030 | 2019,Sep,CC301,1000001,Licensing Revenue,Revenue,139.417
1031 | 2019,Sep,CC301,1000002,Service Revenue,Revenue,715.052
1032 | 2019,Sep,CC301,1000004,Fee Revenue,Revenue,690.843
1033 | 2019,Sep,CC301,2000000,Cost of Good Sold,Expense,630.78
1034 | 2019,Sep,CC301,2000001,Staff Expenses,Expense,433.682
1035 | 2019,Sep,CC301,2000002,Technology Expenses,Expense,306.848
1036 | 2019,Sep,CC301,2000003,Property Expenses,Expense,340.549
1037 | 2019,Sep,CC301,2000005,Purchases,Expense,545.627
1038 | 2019,Sep,CC301,3000000,Cash at Bank,Asset,516.353
1039 | 2019,Sep,CC301,3000001,Inventory,Asset,579.84
1040 | 2019,Sep,CC301,3000002,Accounts Receivable,Asset,234.527
1041 | 2019,Sep,CC301,4000001,Accounts Payable,Liability,980
1042 | 2019,Sep,CC302,1000000,Product Sales,Revenue,889.962
1043 | 2019,Sep,CC302,1000001,Licensing Revenue,Revenue,208.891
1044 | 2019,Sep,CC302,1000002,Service Revenue,Revenue,639.321
1045 | 2019,Sep,CC302,1000004,Fee Revenue,Revenue,310.492
1046 | 2019,Sep,CC302,2000000,Cost of Good Sold,Expense,519.278
1047 | 2019,Sep,CC302,2000001,Staff Expenses,Expense,411.114
1048 | 2019,Sep,CC302,2000002,Technology Expenses,Expense,279.986
1049 | 2019,Sep,CC302,2000003,Property Expenses,Expense,380.44
1050 | 2019,Sep,CC302,2000005,Purchases,Expense,513.226
1051 | 2019,Sep,CC302,3000000,Cash at Bank,Asset,251.662
1052 | 2019,Sep,CC302,3000001,Inventory,Asset,704.236
1053 | 2019,Sep,CC302,3000002,Accounts Receivable,Asset,295.66
1054 | 2019,Sep,CC302,4000001,Accounts Payable,Liability,584
1055 | 2019,Oct,CC100,1000000,Product Sales,Revenue,547.475
1056 | 2019,Oct,CC100,1000001,Licensing Revenue,Revenue,83.792
1057 | 2019,Oct,CC100,1000002,Service Revenue,Revenue,843.052
1058 | 2019,Oct,CC100,1000004,Fee Revenue,Revenue,554.602
1059 | 2019,Oct,CC100,2000000,Cost of Good Sold,Expense,217.664
1060 | 2019,Oct,CC100,2000001,Staff Expenses,Expense,677.113
1061 | 2019,Oct,CC100,2000002,Technology Expenses,Expense,361.569
1062 | 2019,Oct,CC100,2000003,Property Expenses,Expense,416.637
1063 | 2019,Oct,CC100,2000005,Purchases,Expense,200.468
1064 | 2019,Oct,CC100,3000000,Cash at Bank,Asset,278.292
1065 | 2019,Oct,CC100,3000001,Inventory,Asset,663.398
1066 | 2019,Oct,CC100,3000002,Accounts Receivable,Asset,408.003
1067 | 2019,Oct,CC100,4000001,Accounts Payable,Liability,980
1068 | 2019,Oct,CC101,1000000,Product Sales,Revenue,458.926
1069 | 2019,Oct,CC101,1000001,Licensing Revenue,Revenue,15.002
1070 | 2019,Oct,CC101,1000002,Service Revenue,Revenue,1252.382
1071 | 2019,Oct,CC101,1000004,Fee Revenue,Revenue,788.258
1072 | 2019,Oct,CC101,2000000,Cost of Good Sold,Expense,322.854
1073 | 2019,Oct,CC101,2000001,Staff Expenses,Expense,806.415
1074 | 2019,Oct,CC101,2000002,Technology Expenses,Expense,504.36
1075 | 2019,Oct,CC101,2000003,Property Expenses,Expense,594.086
1076 | 2019,Oct,CC101,2000005,Purchases,Expense,229.368
1077 | 2019,Oct,CC101,3000000,Cash at Bank,Asset,777.965
1078 | 2019,Oct,CC101,3000001,Inventory,Asset,614.31
1079 | 2019,Oct,CC101,3000002,Accounts Receivable,Asset,382.509
1080 | 2019,Oct,CC101,4000001,Accounts Payable,Liability,982
1081 | 2019,Oct,CC102,1000000,Product Sales,Revenue,748.684
1082 | 2019,Oct,CC102,1000001,Licensing Revenue,Revenue,86.107
1083 | 2019,Oct,CC102,1000002,Service Revenue,Revenue,585.976
1084 | 2019,Oct,CC102,1000004,Fee Revenue,Revenue,556.855
1085 | 2019,Oct,CC102,2000000,Cost of Good Sold,Expense,526.253
1086 | 2019,Oct,CC102,2000001,Staff Expenses,Expense,336.407
1087 | 2019,Oct,CC102,2000002,Technology Expenses,Expense,150.649
1088 | 2019,Oct,CC102,2000003,Property Expenses,Expense,182.855
1089 | 2019,Oct,CC102,2000005,Purchases,Expense,483.705
1090 | 2019,Oct,CC102,3000000,Cash at Bank,Asset,-845.916
1091 | 2019,Oct,CC102,3000001,Inventory,Asset,548.862
1092 | 2019,Oct,CC102,3000002,Accounts Receivable,Asset,373.558
1093 | 2019,Oct,CC102,4000001,Accounts Payable,Liability,-788
1094 | 2019,Oct,CC200,1000000,Product Sales,Revenue,1331.225
1095 | 2019,Oct,CC200,1000001,Licensing Revenue,Revenue,121.664
1096 | 2019,Oct,CC200,1000002,Service Revenue,Revenue,665.36
1097 | 2019,Oct,CC200,1000004,Fee Revenue,Revenue,530.592
1098 | 2019,Oct,CC200,2000000,Cost of Good Sold,Expense,914.367
1099 | 2019,Oct,CC200,2000001,Staff Expenses,Expense,501.367
1100 | 2019,Oct,CC200,2000002,Technology Expenses,Expense,211.285
1101 | 2019,Oct,CC200,2000003,Property Expenses,Expense,257.616
1102 | 2019,Oct,CC200,2000005,Purchases,Expense,778.877
1103 | 2019,Oct,CC200,3000000,Cash at Bank,Asset,420.015
1104 | 2019,Oct,CC200,3000001,Inventory,Asset,497.868
1105 | 2019,Oct,CC200,3000002,Accounts Receivable,Asset,566.754
1106 | 2019,Oct,CC200,4000001,Accounts Payable,Liability,980
1107 | 2019,Oct,CC201,1000000,Product Sales,Revenue,1123.068
1108 | 2019,Oct,CC201,1000001,Licensing Revenue,Revenue,217.78
1109 | 2019,Oct,CC201,1000002,Service Revenue,Revenue,990.987
1110 | 2019,Oct,CC201,1000004,Fee Revenue,Revenue,341.65
1111 | 2019,Oct,CC201,2000000,Cost of Good Sold,Expense,808.436
1112 | 2019,Oct,CC201,2000001,Staff Expenses,Expense,654.698
1113 | 2019,Oct,CC201,2000002,Technology Expenses,Expense,388.538
1114 | 2019,Oct,CC201,2000003,Property Expenses,Expense,501.208
1115 | 2019,Oct,CC201,2000005,Purchases,Expense,719.598
1116 | 2019,Oct,CC201,3000000,Cash at Bank,Asset,-352.573
1117 | 2019,Oct,CC201,3000001,Inventory,Asset,548.219
1118 | 2019,Oct,CC201,3000002,Accounts Receivable,Asset,460.819
1119 | 2019,Oct,CC201,4000001,Accounts Payable,Liability,980
1120 | 2019,Oct,CC202,1000000,Product Sales,Revenue,1589.789
1121 | 2019,Oct,CC202,1000001,Licensing Revenue,Revenue,138.872
1122 | 2019,Oct,CC202,1000002,Service Revenue,Revenue,1157.266
1123 | 2019,Oct,CC202,1000004,Fee Revenue,Revenue,589.72
1124 | 2019,Oct,CC202,2000000,Cost of Good Sold,Expense,1227.11
1125 | 2019,Oct,CC202,2000001,Staff Expenses,Expense,810.539
1126 | 2019,Oct,CC202,2000002,Technology Expenses,Expense,523.026
1127 | 2019,Oct,CC202,2000003,Property Expenses,Expense,598.518
1128 | 2019,Oct,CC202,2000005,Purchases,Expense,1043.406
1129 | 2019,Oct,CC202,3000000,Cash at Bank,Asset,-276.913
1130 | 2019,Oct,CC202,3000001,Inventory,Asset,546.095
1131 | 2019,Oct,CC202,3000002,Accounts Receivable,Asset,13.614
1132 | 2019,Oct,CC202,4000001,Accounts Payable,Liability,788
1133 | 2019,Oct,CC300,1000000,Product Sales,Revenue,731.747
1134 | 2019,Oct,CC300,1000001,Licensing Revenue,Revenue,234.477
1135 | 2019,Oct,CC300,1000002,Service Revenue,Revenue,754.012
1136 | 2019,Oct,CC300,1000004,Fee Revenue,Revenue,999.512
1137 | 2019,Oct,CC300,2000000,Cost of Good Sold,Expense,519.72
1138 | 2019,Oct,CC300,2000001,Staff Expenses,Expense,504.686
1139 | 2019,Oct,CC300,2000002,Technology Expenses,Expense,221.912
1140 | 2019,Oct,CC300,2000003,Property Expenses,Expense,267.091
1141 | 2019,Oct,CC300,2000005,Purchases,Expense,477.759
1142 | 2019,Oct,CC300,3000000,Cash at Bank,Asset,-527.129
1143 | 2019,Oct,CC300,3000001,Inventory,Asset,763.926
1144 | 2019,Oct,CC300,3000002,Accounts Receivable,Asset,567.131
1145 | 2019,Oct,CC300,4000001,Accounts Payable,Liability,-204
1146 | 2019,Oct,CC301,1000000,Product Sales,Revenue,745.563
1147 | 2019,Oct,CC301,1000001,Licensing Revenue,Revenue,246.166
1148 | 2019,Oct,CC301,1000002,Service Revenue,Revenue,1909.546
1149 | 2019,Oct,CC301,1000004,Fee Revenue,Revenue,588.111
1150 | 2019,Oct,CC301,2000000,Cost of Good Sold,Expense,588.376
1151 | 2019,Oct,CC301,2000001,Staff Expenses,Expense,894.818
1152 | 2019,Oct,CC301,2000002,Technology Expenses,Expense,625.119
1153 | 2019,Oct,CC301,2000003,Property Expenses,Expense,747.531
1154 | 2019,Oct,CC301,2000005,Purchases,Expense,457.568
1155 | 2019,Oct,CC301,3000000,Cash at Bank,Asset,18.663
1156 | 2019,Oct,CC301,3000001,Inventory,Asset,526.615
1157 | 2019,Oct,CC301,3000002,Accounts Receivable,Asset,547.623
1158 | 2019,Oct,CC301,4000001,Accounts Payable,Liability,980
1159 | 2019,Oct,CC302,1000000,Product Sales,Revenue,271.939
1160 | 2019,Oct,CC302,1000001,Licensing Revenue,Revenue,14.731
1161 | 2019,Oct,CC302,1000002,Service Revenue,Revenue,209.338
1162 | 2019,Oct,CC302,1000004,Fee Revenue,Revenue,313.105
1163 | 2019,Oct,CC302,2000000,Cost of Good Sold,Expense,15.959
1164 | 2019,Oct,CC302,2000001,Staff Expenses,Expense,52.664
1165 | 2019,Oct,CC302,2000002,Technology Expenses,Expense,102.16
1166 | 2019,Oct,CC302,2000003,Property Expenses,Expense,40.732
1167 | 2019,Oct,CC302,2000005,Purchases,Expense,14.784
1168 | 2019,Oct,CC302,3000000,Cash at Bank,Asset,-800.212
1169 | 2019,Oct,CC302,3000001,Inventory,Asset,647.379
1170 | 2019,Oct,CC302,3000002,Accounts Receivable,Asset,172.962
1171 | 2019,Oct,CC302,4000001,Accounts Payable,Liability,-592
1172 | 2019,Nov,CC100,1000000,Product Sales,Revenue,1718.637
1173 | 2019,Nov,CC100,1000001,Licensing Revenue,Revenue,328.592
1174 | 2019,Nov,CC100,1000002,Service Revenue,Revenue,684.88
1175 | 2019,Nov,CC100,1000004,Fee Revenue,Revenue,261.677
1176 | 2019,Nov,CC100,2000000,Cost of Good Sold,Expense,1174.434
1177 | 2019,Nov,CC100,2000001,Staff Expenses,Expense,425.815
1178 | 2019,Nov,CC100,2000002,Technology Expenses,Expense,375.556
1179 | 2019,Nov,CC100,2000003,Property Expenses,Expense,655.527
1180 | 2019,Nov,CC100,2000005,Purchases,Expense,1021.073
1181 | 2019,Nov,CC100,3000000,Cash at Bank,Asset,322.458
1182 | 2019,Nov,CC100,3000001,Inventory,Asset,573.011
1183 | 2019,Nov,CC100,3000002,Accounts Receivable,Asset,375.04
1184 | 2019,Nov,CC100,4000001,Accounts Payable,Liability,784
1185 | 2019,Nov,CC101,1000000,Product Sales,Revenue,937.005
1186 | 2019,Nov,CC101,1000001,Licensing Revenue,Revenue,585.752
1187 | 2019,Nov,CC101,1000002,Service Revenue,Revenue,1368.79
1188 | 2019,Nov,CC101,1000004,Fee Revenue,Revenue,759.306
1189 | 2019,Nov,CC101,2000000,Cost of Good Sold,Expense,690.996
1190 | 2019,Nov,CC101,2000001,Staff Expenses,Expense,615.664
1191 | 2019,Nov,CC101,2000002,Technology Expenses,Expense,502.695
1192 | 2019,Nov,CC101,2000003,Property Expenses,Expense,734.627
1193 | 2019,Nov,CC101,2000005,Purchases,Expense,714.555
1194 | 2019,Nov,CC101,3000000,Cash at Bank,Asset,345.388
1195 | 2019,Nov,CC101,3000001,Inventory,Asset,548.241
1196 | 2019,Nov,CC101,3000002,Accounts Receivable,Asset,88.345
1197 | 2019,Nov,CC101,4000001,Accounts Payable,Liability,-404
1198 | 2019,Nov,CC102,1000000,Product Sales,Revenue,943.867
1199 | 2019,Nov,CC102,1000001,Licensing Revenue,Revenue,766.085
1200 | 2019,Nov,CC102,1000002,Service Revenue,Revenue,685.567
1201 | 2019,Nov,CC102,1000004,Fee Revenue,Revenue,491.57
1202 | 2019,Nov,CC102,2000000,Cost of Good Sold,Expense,606.026
1203 | 2019,Nov,CC102,2000001,Staff Expenses,Expense,474.308
1204 | 2019,Nov,CC102,2000002,Technology Expenses,Expense,380.585
1205 | 2019,Nov,CC102,2000003,Property Expenses,Expense,430.067
1206 | 2019,Nov,CC102,2000005,Purchases,Expense,518.924
1207 | 2019,Nov,CC102,3000000,Cash at Bank,Asset,-213.854
1208 | 2019,Nov,CC102,3000001,Inventory,Asset,512.225
1209 | 2019,Nov,CC102,3000002,Accounts Receivable,Asset,173.661
1210 | 2019,Nov,CC102,4000001,Accounts Payable,Liability,-784
1211 | 2019,Nov,CC200,1000000,Product Sales,Revenue,675.176
1212 | 2019,Nov,CC200,1000001,Licensing Revenue,Revenue,512.721
1213 | 2019,Nov,CC200,1000002,Service Revenue,Revenue,558.187
1214 | 2019,Nov,CC200,1000004,Fee Revenue,Revenue,645.859
1215 | 2019,Nov,CC200,2000000,Cost of Good Sold,Expense,319.264
1216 | 2019,Nov,CC200,2000001,Staff Expenses,Expense,250.31
1217 | 2019,Nov,CC200,2000002,Technology Expenses,Expense,286.361
1218 | 2019,Nov,CC200,2000003,Property Expenses,Expense,248.321
1219 | 2019,Nov,CC200,2000005,Purchases,Expense,292.378
1220 | 2019,Nov,CC200,3000000,Cash at Bank,Asset,57.188
1221 | 2019,Nov,CC200,3000001,Inventory,Asset,483.489
1222 | 2019,Nov,CC200,3000002,Accounts Receivable,Asset,326.23
1223 | 2019,Nov,CC200,4000001,Accounts Payable,Liability,-406
1224 | 2019,Nov,CC201,1000000,Product Sales,Revenue,1507.825
1225 | 2019,Nov,CC201,1000001,Licensing Revenue,Revenue,559.282
1226 | 2019,Nov,CC201,1000002,Service Revenue,Revenue,624.93
1227 | 2019,Nov,CC201,1000004,Fee Revenue,Revenue,530.527
1228 | 2019,Nov,CC201,2000000,Cost of Good Sold,Expense,734.703
1229 | 2019,Nov,CC201,2000001,Staff Expenses,Expense,257.087
1230 | 2019,Nov,CC201,2000002,Technology Expenses,Expense,313.275
1231 | 2019,Nov,CC201,2000003,Property Expenses,Expense,466.554
1232 | 2019,Nov,CC201,2000005,Purchases,Expense,837.222
1233 | 2019,Nov,CC201,3000000,Cash at Bank,Asset,890.453
1234 | 2019,Nov,CC201,3000001,Inventory,Asset,504.687
1235 | 2019,Nov,CC201,3000002,Accounts Receivable,Asset,708.045
1236 | 2019,Nov,CC201,4000001,Accounts Payable,Liability,788
1237 | 2019,Nov,CC202,1000000,Product Sales,Revenue,1299.077
1238 | 2019,Nov,CC202,1000001,Licensing Revenue,Revenue,611.682
1239 | 2019,Nov,CC202,1000002,Service Revenue,Revenue,719.582
1240 | 2019,Nov,CC202,1000004,Fee Revenue,Revenue,756.236
1241 | 2019,Nov,CC202,2000000,Cost of Good Sold,Expense,1063.846
1242 | 2019,Nov,CC202,2000001,Staff Expenses,Expense,482.739
1243 | 2019,Nov,CC202,2000002,Technology Expenses,Expense,370.616
1244 | 2019,Nov,CC202,2000003,Property Expenses,Expense,519.02
1245 | 2019,Nov,CC202,2000005,Purchases,Expense,900.909
1246 | 2019,Nov,CC202,3000000,Cash at Bank,Asset,622.542
1247 | 2019,Nov,CC202,3000001,Inventory,Asset,403.541
1248 | 2019,Nov,CC202,3000002,Accounts Receivable,Asset,266.156
1249 | 2019,Nov,CC202,4000001,Accounts Payable,Liability,594
1250 | 2019,Nov,CC300,1000000,Product Sales,Revenue,1363.415
1251 | 2019,Nov,CC300,1000001,Licensing Revenue,Revenue,497.858
1252 | 2019,Nov,CC300,1000002,Service Revenue,Revenue,1234.331
1253 | 2019,Nov,CC300,1000004,Fee Revenue,Revenue,407.336
1254 | 2019,Nov,CC300,2000000,Cost of Good Sold,Expense,978.91
1255 | 2019,Nov,CC300,2000001,Staff Expenses,Expense,883.043
1256 | 2019,Nov,CC300,2000002,Technology Expenses,Expense,544.094
1257 | 2019,Nov,CC300,2000003,Property Expenses,Expense,732.655
1258 | 2019,Nov,CC300,2000005,Purchases,Expense,888.725
1259 | 2019,Nov,CC300,3000000,Cash at Bank,Asset,2.41
1260 | 2019,Nov,CC300,3000001,Inventory,Asset,666.209
1261 | 2019,Nov,CC300,3000002,Accounts Receivable,Asset,465.16
1262 | 2019,Nov,CC300,4000001,Accounts Payable,Liability,204
1263 | 2019,Nov,CC301,1000000,Product Sales,Revenue,1361.918
1264 | 2019,Nov,CC301,1000001,Licensing Revenue,Revenue,663.932
1265 | 2019,Nov,CC301,1000002,Service Revenue,Revenue,1580.608
1266 | 2019,Nov,CC301,1000004,Fee Revenue,Revenue,798.208
1267 | 2019,Nov,CC301,2000000,Cost of Good Sold,Expense,965.912
1268 | 2019,Nov,CC301,2000001,Staff Expenses,Expense,533.884
1269 | 2019,Nov,CC301,2000002,Technology Expenses,Expense,679.657
1270 | 2019,Nov,CC301,2000003,Property Expenses,Expense,747.653
1271 | 2019,Nov,CC301,2000005,Purchases,Expense,879.068
1272 | 2019,Nov,CC301,3000000,Cash at Bank,Asset,679.92
1273 | 2019,Nov,CC301,3000001,Inventory,Asset,469.919
1274 | 2019,Nov,CC301,3000002,Accounts Receivable,Asset,349.715
1275 | 2019,Nov,CC301,4000001,Accounts Payable,Liability,588
1276 | 2019,Nov,CC302,1000000,Product Sales,Revenue,662.277
1277 | 2019,Nov,CC302,1000001,Licensing Revenue,Revenue,775.715
1278 | 2019,Nov,CC302,1000002,Service Revenue,Revenue,269.178
1279 | 2019,Nov,CC302,1000004,Fee Revenue,Revenue,251.493
1280 | 2019,Nov,CC302,2000000,Cost of Good Sold,Expense,439
1281 | 2019,Nov,CC302,2000001,Staff Expenses,Expense,222.554
1282 | 2019,Nov,CC302,2000002,Technology Expenses,Expense,197.641
1283 | 2019,Nov,CC302,2000003,Property Expenses,Expense,266.792
1284 | 2019,Nov,CC302,2000005,Purchases,Expense,356.261
1285 | 2019,Nov,CC302,3000000,Cash at Bank,Asset,-524.273
1286 | 2019,Nov,CC302,3000001,Inventory,Asset,643.494
1287 | 2019,Nov,CC302,3000002,Accounts Receivable,Asset,181.761
1288 | 2019,Nov,CC302,4000001,Accounts Payable,Liability,-794
1289 | 2019,Dec,CC100,1000000,Product Sales,Revenue,1255.978
1290 | 2019,Dec,CC100,1000001,Licensing Revenue,Revenue,712.648
1291 | 2019,Dec,CC100,1000002,Service Revenue,Revenue,974.388
1292 | 2019,Dec,CC100,1000004,Fee Revenue,Revenue,431.811
1293 | 2019,Dec,CC100,2000000,Cost of Good Sold,Expense,832.194
1294 | 2019,Dec,CC100,2000001,Staff Expenses,Expense,613.149
1295 | 2019,Dec,CC100,2000002,Technology Expenses,Expense,451.523
1296 | 2019,Dec,CC100,2000003,Property Expenses,Expense,529.215
1297 | 2019,Dec,CC100,2000005,Purchases,Expense,768.36
1298 | 2019,Dec,CC100,3000000,Cash at Bank,Asset,531.639
1299 | 2019,Dec,CC100,3000001,Inventory,Asset,492.408
1300 | 2019,Dec,CC100,3000002,Accounts Receivable,Asset,720.434
1301 | 2019,Dec,CC100,4000001,Accounts Payable,Liability,984
1302 | 2019,Dec,CC101,1000000,Product Sales,Revenue,538.307
1303 | 2019,Dec,CC101,1000001,Licensing Revenue,Revenue,962.153
1304 | 2019,Dec,CC101,1000002,Service Revenue,Revenue,928.348
1305 | 2019,Dec,CC101,1000004,Fee Revenue,Revenue,497.782
1306 | 2019,Dec,CC101,2000000,Cost of Good Sold,Expense,209.158
1307 | 2019,Dec,CC101,2000001,Staff Expenses,Expense,663.007
1308 | 2019,Dec,CC101,2000002,Technology Expenses,Expense,413.94
1309 | 2019,Dec,CC101,2000003,Property Expenses,Expense,496.276
1310 | 2019,Dec,CC101,2000005,Purchases,Expense,377.866
1311 | 2019,Dec,CC101,3000000,Cash at Bank,Asset,-309.201
1312 | 2019,Dec,CC101,3000001,Inventory,Asset,529.166
1313 | 2019,Dec,CC101,3000002,Accounts Receivable,Asset,302.262
1314 | 2019,Dec,CC101,4000001,Accounts Payable,Liability,-784
1315 | 2019,Dec,CC102,1000000,Product Sales,Revenue,1060.593
1316 | 2019,Dec,CC102,1000001,Licensing Revenue,Revenue,564.916
1317 | 2019,Dec,CC102,1000002,Service Revenue,Revenue,679.576
1318 | 2019,Dec,CC102,1000004,Fee Revenue,Revenue,539.227
1319 | 2019,Dec,CC102,2000000,Cost of Good Sold,Expense,640.08
1320 | 2019,Dec,CC102,2000001,Staff Expenses,Expense,491.701
1321 | 2019,Dec,CC102,2000002,Technology Expenses,Expense,329.933
1322 | 2019,Dec,CC102,2000003,Property Expenses,Expense,400.716
1323 | 2019,Dec,CC102,2000005,Purchases,Expense,603.824
1324 | 2019,Dec,CC102,3000000,Cash at Bank,Asset,221.316
1325 | 2019,Dec,CC102,3000001,Inventory,Asset,453.425
1326 | 2019,Dec,CC102,3000002,Accounts Receivable,Asset,468.412
1327 | 2019,Dec,CC102,4000001,Accounts Payable,Liability,592
1328 | 2019,Dec,CC200,1000000,Product Sales,Revenue,1563.889
1329 | 2019,Dec,CC200,1000001,Licensing Revenue,Revenue,2000.405
1330 | 2019,Dec,CC200,1000002,Service Revenue,Revenue,372.951
1331 | 2019,Dec,CC200,1000004,Fee Revenue,Revenue,324.324
1332 | 2019,Dec,CC200,2000000,Cost of Good Sold,Expense,529.65
1333 | 2019,Dec,CC200,2000001,Staff Expenses,Expense,132.926
1334 | 2019,Dec,CC200,2000002,Technology Expenses,Expense,154.052
1335 | 2019,Dec,CC200,2000003,Property Expenses,Expense,144.934
1336 | 2019,Dec,CC200,2000005,Purchases,Expense,727.834
1337 | 2019,Dec,CC200,3000000,Cash at Bank,Asset,658.54
1338 | 2019,Dec,CC200,3000001,Inventory,Asset,391.157
1339 | 2019,Dec,CC200,3000002,Accounts Receivable,Asset,358.637
1340 | 2019,Dec,CC200,4000001,Accounts Payable,Liability,-786
1341 | 2019,Dec,CC201,1000000,Product Sales,Revenue,1197.09
1342 | 2019,Dec,CC201,1000001,Licensing Revenue,Revenue,755.482
1343 | 2019,Dec,CC201,1000002,Service Revenue,Revenue,1037.245
1344 | 2019,Dec,CC201,1000004,Fee Revenue,Revenue,72.967
1345 | 2019,Dec,CC201,2000000,Cost of Good Sold,Expense,716.768
1346 | 2019,Dec,CC201,2000001,Staff Expenses,Expense,639.833
1347 | 2019,Dec,CC201,2000002,Technology Expenses,Expense,449.4
1348 | 2019,Dec,CC201,2000003,Property Expenses,Expense,593.775
1349 | 2019,Dec,CC201,2000005,Purchases,Expense,721.018
1350 | 2019,Dec,CC201,3000000,Cash at Bank,Asset,15.164
1351 | 2019,Dec,CC201,3000001,Inventory,Asset,423.237
1352 | 2019,Dec,CC201,3000002,Accounts Receivable,Asset,301.638
1353 | 2019,Dec,CC201,4000001,Accounts Payable,Liability,982
1354 | 2019,Dec,CC202,1000000,Product Sales,Revenue,1837.631
1355 | 2019,Dec,CC202,1000001,Licensing Revenue,Revenue,2229.774
1356 | 2019,Dec,CC202,1000002,Service Revenue,Revenue,782.577
1357 | 2019,Dec,CC202,1000004,Fee Revenue,Revenue,982.947
1358 | 2019,Dec,CC202,2000000,Cost of Good Sold,Expense,1288.969
1359 | 2019,Dec,CC202,2000001,Staff Expenses,Expense,476.005
1360 | 2019,Dec,CC202,2000002,Technology Expenses,Expense,322.774
1361 | 2019,Dec,CC202,2000003,Property Expenses,Expense,389.162
1362 | 2019,Dec,CC202,2000005,Purchases,Expense,1089.183
1363 | 2019,Dec,CC202,3000000,Cash at Bank,Asset,378.096
1364 | 2019,Dec,CC202,3000001,Inventory,Asset,287.049
1365 | 2019,Dec,CC202,3000002,Accounts Receivable,Asset,329.034
1366 | 2019,Dec,CC202,4000001,Accounts Payable,Liability,-980
1367 | 2019,Dec,CC300,1000000,Product Sales,Revenue,1516.076
1368 | 2019,Dec,CC300,1000001,Licensing Revenue,Revenue,1141.143
1369 | 2019,Dec,CC300,1000002,Service Revenue,Revenue,949.11
1370 | 2019,Dec,CC300,1000004,Fee Revenue,Revenue,399.419
1371 | 2019,Dec,CC300,2000000,Cost of Good Sold,Expense,1036.226
1372 | 2019,Dec,CC300,2000001,Staff Expenses,Expense,583.538
1373 | 2019,Dec,CC300,2000002,Technology Expenses,Expense,385.164
1374 | 2019,Dec,CC300,2000003,Property Expenses,Expense,493.697
1375 | 2019,Dec,CC300,2000005,Purchases,Expense,917.015
1376 | 2019,Dec,CC300,3000000,Cash at Bank,Asset,-786.296
1377 | 2019,Dec,CC300,3000001,Inventory,Asset,600.1
1378 | 2019,Dec,CC300,3000002,Accounts Receivable,Asset,639.673
1379 | 2019,Dec,CC300,4000001,Accounts Payable,Liability,-786
1380 | 2019,Dec,CC301,1000000,Product Sales,Revenue,1202.724
1381 | 2019,Dec,CC301,1000001,Licensing Revenue,Revenue,1078.357
1382 | 2019,Dec,CC301,1000002,Service Revenue,Revenue,566.337
1383 | 2019,Dec,CC301,1000004,Fee Revenue,Revenue,355.413
1384 | 2019,Dec,CC301,2000000,Cost of Good Sold,Expense,770.786
1385 | 2019,Dec,CC301,2000001,Staff Expenses,Expense,501.927
1386 | 2019,Dec,CC301,2000002,Technology Expenses,Expense,256.421
1387 | 2019,Dec,CC301,2000003,Property Expenses,Expense,290.855
1388 | 2019,Dec,CC301,2000005,Purchases,Expense,735.717
1389 | 2019,Dec,CC301,3000000,Cash at Bank,Asset,-287.029
1390 | 2019,Dec,CC301,3000001,Inventory,Asset,369.498
1391 | 2019,Dec,CC301,3000002,Accounts Receivable,Asset,400.442
1392 | 2019,Dec,CC301,4000001,Accounts Payable,Liability,-196
1393 | 2019,Dec,CC302,1000000,Product Sales,Revenue,1194.59
1394 | 2019,Dec,CC302,1000001,Licensing Revenue,Revenue,1197.168
1395 | 2019,Dec,CC302,1000002,Service Revenue,Revenue,1010.905
1396 | 2019,Dec,CC302,1000004,Fee Revenue,Revenue,1064.943
1397 | 2019,Dec,CC302,2000000,Cost of Good Sold,Expense,718.662
1398 | 2019,Dec,CC302,2000001,Staff Expenses,Expense,758.984
1399 | 2019,Dec,CC302,2000002,Technology Expenses,Expense,417.17
1400 | 2019,Dec,CC302,2000003,Property Expenses,Expense,608.734
1401 | 2019,Dec,CC302,2000005,Purchases,Expense,637.855
1402 | 2019,Dec,CC302,3000000,Cash at Bank,Asset,-328.415
1403 | 2019,Dec,CC302,3000001,Inventory,Asset,533.926
1404 | 2019,Dec,CC302,3000002,Accounts Receivable,Asset,1295.265
1405 | 2019,Dec,CC302,4000001,Accounts Payable,Liability,-986
1406 | 2020,Jan,CC100,1000000,Product Sales,Revenue,1652.896
1407 | 2020,Jan,CC100,1000001,Licensing Revenue,Revenue,481.45
1408 | 2020,Jan,CC100,1000002,Service Revenue,Revenue,759.9
1409 | 2020,Jan,CC100,1000004,Fee Revenue,Revenue,223.719
1410 | 2020,Jan,CC100,2000000,Cost of Good Sold,Expense,1030.519
1411 | 2020,Jan,CC100,2000001,Staff Expenses,Expense,383.332
1412 | 2020,Jan,CC100,2000002,Technology Expenses,Expense,387.77
1413 | 2020,Jan,CC100,2000003,Property Expenses,Expense,329.94
1414 | 2020,Jan,CC100,2000005,Purchases,Expense,1141.918
1415 | 2020,Jan,CC100,3000000,Cash at Bank,Asset,485.885
1416 | 2020,Jan,CC100,3000001,Inventory,Asset,1002
1417 | 2020,Jan,CC100,3000002,Accounts Receivable,Asset,521.671
1418 | 2020,Jan,CC100,4000001,Accounts Payable,Liability,796
1419 | 2020,Jan,CC101,1000000,Product Sales,Revenue,1985.19
1420 | 2020,Jan,CC101,1000001,Licensing Revenue,Revenue,455.907
1421 | 2020,Jan,CC101,1000002,Service Revenue,Revenue,917.957
1422 | 2020,Jan,CC101,1000004,Fee Revenue,Revenue,757.69
1423 | 2020,Jan,CC101,2000000,Cost of Good Sold,Expense,1439.671
1424 | 2020,Jan,CC101,2000001,Staff Expenses,Expense,594.495
1425 | 2020,Jan,CC101,2000002,Technology Expenses,Expense,409.045
1426 | 2020,Jan,CC101,2000003,Property Expenses,Expense,322.552
1427 | 2020,Jan,CC101,2000005,Purchases,Expense,1566.432
1428 | 2020,Jan,CC101,3000000,Cash at Bank,Asset,416.332
1429 | 2020,Jan,CC101,3000001,Inventory,Asset,1002
1430 | 2020,Jan,CC101,3000002,Accounts Receivable,Asset,481.831
1431 | 2020,Jan,CC101,4000001,Accounts Payable,Liability,6
1432 | 2020,Jan,CC102,1000000,Product Sales,Revenue,527.473
1433 | 2020,Jan,CC102,1000001,Licensing Revenue,Revenue,822.331
1434 | 2020,Jan,CC102,1000002,Service Revenue,Revenue,1005.135
1435 | 2020,Jan,CC102,1000004,Fee Revenue,Revenue,754.327
1436 | 2020,Jan,CC102,2000000,Cost of Good Sold,Expense,47.87
1437 | 2020,Jan,CC102,2000001,Staff Expenses,Expense,493.674
1438 | 2020,Jan,CC102,2000002,Technology Expenses,Expense,442.86
1439 | 2020,Jan,CC102,2000003,Property Expenses,Expense,517.765
1440 | 2020,Jan,CC102,2000005,Purchases,Expense,91.657
1441 | 2020,Jan,CC102,3000000,Cash at Bank,Asset,-312.459
1442 | 2020,Jan,CC102,3000001,Inventory,Asset,1002
1443 | 2020,Jan,CC102,3000002,Accounts Receivable,Asset,164.057
1444 | 2020,Jan,CC102,4000001,Accounts Payable,Liability,-1002
1445 | 2020,Jan,CC200,1000000,Product Sales,Revenue,994.945
1446 | 2020,Jan,CC200,1000001,Licensing Revenue,Revenue,876.01
1447 | 2020,Jan,CC200,1000002,Service Revenue,Revenue,1728.047
1448 | 2020,Jan,CC200,1000004,Fee Revenue,Revenue,507.795
1449 | 2020,Jan,CC200,2000000,Cost of Good Sold,Expense,624.513
1450 | 2020,Jan,CC200,2000001,Staff Expenses,Expense,891.846
1451 | 2020,Jan,CC200,2000002,Technology Expenses,Expense,697.737
1452 | 2020,Jan,CC200,2000003,Property Expenses,Expense,759.63
1453 | 2020,Jan,CC200,2000005,Purchases,Expense,624.779
1454 | 2020,Jan,CC200,3000000,Cash at Bank,Asset,580.706
1455 | 2020,Jan,CC200,3000001,Inventory,Asset,1000
1456 | 2020,Jan,CC200,3000002,Accounts Receivable,Asset,306.665
1457 | 2020,Jan,CC200,4000001,Accounts Payable,Liability,1002
1458 | 2020,Jan,CC201,1000000,Product Sales,Revenue,2310.807
1459 | 2020,Jan,CC201,1000001,Licensing Revenue,Revenue,638.418
1460 | 2020,Jan,CC201,1000002,Service Revenue,Revenue,1225.743
1461 | 2020,Jan,CC201,1000004,Fee Revenue,Revenue,835.363
1462 | 2020,Jan,CC201,2000000,Cost of Good Sold,Expense,1420.057
1463 | 2020,Jan,CC201,2000001,Staff Expenses,Expense,947
1464 | 2020,Jan,CC201,2000002,Technology Expenses,Expense,569.004
1465 | 2020,Jan,CC201,2000003,Property Expenses,Expense,669.043
1466 | 2020,Jan,CC201,2000005,Purchases,Expense,1276.217
1467 | 2020,Jan,CC201,3000000,Cash at Bank,Asset,27.822
1468 | 2020,Jan,CC201,3000001,Inventory,Asset,1002
1469 | 2020,Jan,CC201,3000002,Accounts Receivable,Asset,1027.898
1470 | 2020,Jan,CC201,4000001,Accounts Payable,Liability,604
1471 | 2020,Jan,CC202,1000000,Product Sales,Revenue,1104.976
1472 | 2020,Jan,CC202,1000001,Licensing Revenue,Revenue,728.161
1473 | 2020,Jan,CC202,1000002,Service Revenue,Revenue,529.616
1474 | 2020,Jan,CC202,1000004,Fee Revenue,Revenue,106.751
1475 | 2020,Jan,CC202,2000000,Cost of Good Sold,Expense,537.745
1476 | 2020,Jan,CC202,2000001,Staff Expenses,Expense,220.933
1477 | 2020,Jan,CC202,2000002,Technology Expenses,Expense,79.665
1478 | 2020,Jan,CC202,2000003,Property Expenses,Expense,194.096
1479 | 2020,Jan,CC202,2000005,Purchases,Expense,328.735
1480 | 2020,Jan,CC202,3000000,Cash at Bank,Asset,-860.731
1481 | 2020,Jan,CC202,3000001,Inventory,Asset,1002
1482 | 2020,Jan,CC202,3000002,Accounts Receivable,Asset,325.08
1483 | 2020,Jan,CC202,4000001,Accounts Payable,Liability,-1000
1484 | 2020,Jan,CC300,1000000,Product Sales,Revenue,233.953
1485 | 2020,Jan,CC300,1000001,Licensing Revenue,Revenue,885.635
1486 | 2020,Jan,CC300,1000002,Service Revenue,Revenue,489.948
1487 | 2020,Jan,CC300,1000004,Fee Revenue,Revenue,74.991
1488 | 2020,Jan,CC300,2000000,Cost of Good Sold,Expense,96.36
1489 | 2020,Jan,CC300,2000001,Staff Expenses,Expense,560.073
1490 | 2020,Jan,CC300,2000002,Technology Expenses,Expense,202.045
1491 | 2020,Jan,CC300,2000003,Property Expenses,Expense,251.472
1492 | 2020,Jan,CC300,2000005,Purchases,Expense,101.032
1493 | 2020,Jan,CC300,3000000,Cash at Bank,Asset,-421.552
1494 | 2020,Jan,CC300,3000001,Inventory,Asset,1002
1495 | 2020,Jan,CC300,3000002,Accounts Receivable,Asset,33.202
1496 | 2020,Jan,CC300,4000001,Accounts Payable,Liability,-402
1497 | 2020,Jan,CC301,1000000,Product Sales,Revenue,284.07
1498 | 2020,Jan,CC301,1000001,Licensing Revenue,Revenue,723.039
1499 | 2020,Jan,CC301,1000002,Service Revenue,Revenue,1370.942
1500 | 2020,Jan,CC301,1000004,Fee Revenue,Revenue,753.825
1501 | 2020,Jan,CC301,2000000,Cost of Good Sold,Expense,52.032
1502 | 2020,Jan,CC301,2000001,Staff Expenses,Expense,875.931
1503 | 2020,Jan,CC301,2000002,Technology Expenses,Expense,648.818
1504 | 2020,Jan,CC301,2000003,Property Expenses,Expense,574.158
1505 | 2020,Jan,CC301,2000005,Purchases,Expense,47.164
1506 | 2020,Jan,CC301,3000000,Cash at Bank,Asset,-630.784
1507 | 2020,Jan,CC301,3000001,Inventory,Asset,1002
1508 | 2020,Jan,CC301,3000002,Accounts Receivable,Asset,395.445
1509 | 2020,Jan,CC301,4000001,Accounts Payable,Liability,-1002
1510 | 2020,Jan,CC302,1000000,Product Sales,Revenue,464.681
1511 | 2020,Jan,CC302,1000001,Licensing Revenue,Revenue,681.996
1512 | 2020,Jan,CC302,1000002,Service Revenue,Revenue,316.716
1513 | 2020,Jan,CC302,1000004,Fee Revenue,Revenue,522.55
1514 | 2020,Jan,CC302,2000000,Cost of Good Sold,Expense,315.77
1515 | 2020,Jan,CC302,2000001,Staff Expenses,Expense,204.511
1516 | 2020,Jan,CC302,2000002,Technology Expenses,Expense,134.562
1517 | 2020,Jan,CC302,2000003,Property Expenses,Expense,247.37
1518 | 2020,Jan,CC302,2000005,Purchases,Expense,291.34
1519 | 2020,Jan,CC302,3000000,Cash at Bank,Asset,-221.283
1520 | 2020,Jan,CC302,3000001,Inventory,Asset,1002
1521 | 2020,Jan,CC302,3000002,Accounts Receivable,Asset,281.09
1522 | 2020,Jan,CC302,4000001,Accounts Payable,Liability,-1006
1523 | 2020,Feb,CC100,1000000,Product Sales,Revenue,864.484
1524 | 2020,Feb,CC100,1000001,Licensing Revenue,Revenue,174.551
1525 | 2020,Feb,CC100,1000002,Service Revenue,Revenue,1131.49
1526 | 2020,Feb,CC100,1000004,Fee Revenue,Revenue,430.022
1527 | 2020,Feb,CC100,2000000,Cost of Good Sold,Expense,503.508
1528 | 2020,Feb,CC100,2000001,Staff Expenses,Expense,736.775
1529 | 2020,Feb,CC100,2000002,Technology Expenses,Expense,416.74
1530 | 2020,Feb,CC100,2000003,Property Expenses,Expense,374.807
1531 | 2020,Feb,CC100,2000005,Purchases,Expense,399.098
1532 | 2020,Feb,CC100,3000000,Cash at Bank,Asset,499.782
1533 | 2020,Feb,CC100,3000001,Inventory,Asset,949.439
1534 | 2020,Feb,CC100,3000002,Accounts Receivable,Asset,99.3
1535 | 2020,Feb,CC100,4000001,Accounts Payable,Liability,794
1536 | 2020,Feb,CC101,1000000,Product Sales,Revenue,1737.58
1537 | 2020,Feb,CC101,1000001,Licensing Revenue,Revenue,781.994
1538 | 2020,Feb,CC101,1000002,Service Revenue,Revenue,647.571
1539 | 2020,Feb,CC101,1000004,Fee Revenue,Revenue,835.593
1540 | 2020,Feb,CC101,2000000,Cost of Good Sold,Expense,1110.938
1541 | 2020,Feb,CC101,2000001,Staff Expenses,Expense,663.868
1542 | 2020,Feb,CC101,2000002,Technology Expenses,Expense,278.554
1543 | 2020,Feb,CC101,2000003,Property Expenses,Expense,386.356
1544 | 2020,Feb,CC101,2000005,Purchases,Expense,912.374
1545 | 2020,Feb,CC101,3000000,Cash at Bank,Asset,-89.691
1546 | 2020,Feb,CC101,3000001,Inventory,Asset,889.886
1547 | 2020,Feb,CC101,3000002,Accounts Receivable,Asset,211.64
1548 | 2020,Feb,CC101,4000001,Accounts Payable,Liability,-1000
1549 | 2020,Feb,CC102,1000000,Product Sales,Revenue,300.871
1550 | 2020,Feb,CC102,1000001,Licensing Revenue,Revenue,1247.759
1551 | 2020,Feb,CC102,1000002,Service Revenue,Revenue,283.663
1552 | 2020,Feb,CC102,1000004,Fee Revenue,Revenue,141.968
1553 | 2020,Feb,CC102,2000000,Cost of Good Sold,Expense,274.843
1554 | 2020,Feb,CC102,2000001,Staff Expenses,Expense,235.161
1555 | 2020,Feb,CC102,2000002,Technology Expenses,Expense,145.923
1556 | 2020,Feb,CC102,2000003,Property Expenses,Expense,286.084
1557 | 2020,Feb,CC102,2000005,Purchases,Expense,288.839
1558 | 2020,Feb,CC102,3000000,Cash at Bank,Asset,-60.172
1559 | 2020,Feb,CC102,3000001,Inventory,Asset,952.626
1560 | 2020,Feb,CC102,3000002,Accounts Receivable,Asset,89.968
1561 | 2020,Feb,CC102,4000001,Accounts Payable,Liability,-604
1562 | 2020,Feb,CC200,1000000,Product Sales,Revenue,8.361
1563 | 2020,Feb,CC200,1000001,Licensing Revenue,Revenue,437.248
1564 | 2020,Feb,CC200,1000002,Service Revenue,Revenue,1400.749
1565 | 2020,Feb,CC200,1000004,Fee Revenue,Revenue,746.941
1566 | 2020,Feb,CC200,2000000,Cost of Good Sold,Expense,435.468
1567 | 2020,Feb,CC200,2000001,Staff Expenses,Expense,906.532
1568 | 2020,Feb,CC200,2000002,Technology Expenses,Expense,630.621
1569 | 2020,Feb,CC200,2000003,Property Expenses,Expense,819.369
1570 | 2020,Feb,CC200,2000005,Purchases,Expense,54.662
1571 | 2020,Feb,CC200,3000000,Cash at Bank,Asset,836.793
1572 | 2020,Feb,CC200,3000001,Inventory,Asset,998.534
1573 | 2020,Feb,CC200,3000002,Accounts Receivable,Asset,616.004
1574 | 2020,Feb,CC200,4000001,Accounts Payable,Liability,802
1575 | 2020,Feb,CC201,1000000,Product Sales,Revenue,1828.472
1576 | 2020,Feb,CC201,1000001,Licensing Revenue,Revenue,597.616
1577 | 2020,Feb,CC201,1000002,Service Revenue,Revenue,212.858
1578 | 2020,Feb,CC201,1000004,Fee Revenue,Revenue,885.005
1579 | 2020,Feb,CC201,2000000,Cost of Good Sold,Expense,1118.433
1580 | 2020,Feb,CC201,2000001,Staff Expenses,Expense,241.036
1581 | 2020,Feb,CC201,2000002,Technology Expenses,Expense,91.709
1582 | 2020,Feb,CC201,2000003,Property Expenses,Expense,219.14
1583 | 2020,Feb,CC201,2000005,Purchases,Expense,1188.893
1584 | 2020,Feb,CC201,3000000,Cash at Bank,Asset,-517.752
1585 | 2020,Feb,CC201,3000001,Inventory,Asset,898.237
1586 | 2020,Feb,CC201,3000002,Accounts Receivable,Asset,898.51
1587 | 2020,Feb,CC201,4000001,Accounts Payable,Liability,-804
1588 | 2020,Feb,CC202,1000000,Product Sales,Revenue,1036.569
1589 | 2020,Feb,CC202,1000001,Licensing Revenue,Revenue,689.239
1590 | 2020,Feb,CC202,1000002,Service Revenue,Revenue,613.302
1591 | 2020,Feb,CC202,1000004,Fee Revenue,Revenue,669.899
1592 | 2020,Feb,CC202,2000000,Cost of Good Sold,Expense,678.204
1593 | 2020,Feb,CC202,2000001,Staff Expenses,Expense,491.945
1594 | 2020,Feb,CC202,2000002,Technology Expenses,Expense,298.432
1595 | 2020,Feb,CC202,2000003,Property Expenses,Expense,293.185
1596 | 2020,Feb,CC202,2000005,Purchases,Expense,524.05
1597 | 2020,Feb,CC202,3000000,Cash at Bank,Asset,-585.864
1598 | 2020,Feb,CC202,3000001,Inventory,Asset,929.99
1599 | 2020,Feb,CC202,3000002,Accounts Receivable,Asset,170.319
1600 | 2020,Feb,CC202,4000001,Accounts Payable,Liability,-800
1601 | 2020,Feb,CC300,1000000,Product Sales,Revenue,487.509
1602 | 2020,Feb,CC300,1000001,Licensing Revenue,Revenue,568.47
1603 | 2020,Feb,CC300,1000002,Service Revenue,Revenue,1144.651
1604 | 2020,Feb,CC300,1000004,Fee Revenue,Revenue,191.891
1605 | 2020,Feb,CC300,2000000,Cost of Good Sold,Expense,414.783
1606 | 2020,Feb,CC300,2000001,Staff Expenses,Expense,840.404
1607 | 2020,Feb,CC300,2000002,Technology Expenses,Expense,402.044
1608 | 2020,Feb,CC300,2000003,Property Expenses,Expense,523.5
1609 | 2020,Feb,CC300,2000005,Purchases,Expense,306.954
1610 | 2020,Feb,CC300,3000000,Cash at Bank,Asset,239.463
1611 | 2020,Feb,CC300,3000001,Inventory,Asset,966.09
1612 | 2020,Feb,CC300,3000002,Accounts Receivable,Asset,436.957
1613 | 2020,Feb,CC300,4000001,Accounts Payable,Liability,1000
1614 | 2020,Feb,CC301,1000000,Product Sales,Revenue,1749.864
1615 | 2020,Feb,CC301,1000001,Licensing Revenue,Revenue,1117.437
1616 | 2020,Feb,CC301,1000002,Service Revenue,Revenue,884.787
1617 | 2020,Feb,CC301,1000004,Fee Revenue,Revenue,453.62
1618 | 2020,Feb,CC301,2000000,Cost of Good Sold,Expense,1208.589
1619 | 2020,Feb,CC301,2000001,Staff Expenses,Expense,806.212
1620 | 2020,Feb,CC301,2000002,Technology Expenses,Expense,354.5
1621 | 2020,Feb,CC301,2000003,Property Expenses,Expense,536.128
1622 | 2020,Feb,CC301,2000005,Purchases,Expense,1079.855
1623 | 2020,Feb,CC301,3000000,Cash at Bank,Asset,850.1
1624 | 2020,Feb,CC301,3000001,Inventory,Asset,898.189
1625 | 2020,Feb,CC301,3000002,Accounts Receivable,Asset,630.66
1626 | 2020,Feb,CC301,4000001,Accounts Payable,Liability,2
1627 | 2020,Feb,CC302,1000000,Product Sales,Revenue,707.786
1628 | 2020,Feb,CC302,1000001,Licensing Revenue,Revenue,453.964
1629 | 2020,Feb,CC302,1000002,Service Revenue,Revenue,244.267
1630 | 2020,Feb,CC302,1000004,Fee Revenue,Revenue,947.389
1631 | 2020,Feb,CC302,2000000,Cost of Good Sold,Expense,464.484
1632 | 2020,Feb,CC302,2000001,Staff Expenses,Expense,209.23
1633 | 2020,Feb,CC302,2000002,Technology Expenses,Expense,168.586
1634 | 2020,Feb,CC302,2000003,Property Expenses,Expense,381.56
1635 | 2020,Feb,CC302,2000005,Purchases,Expense,392.765
1636 | 2020,Feb,CC302,3000000,Cash at Bank,Asset,-310.6
1637 | 2020,Feb,CC302,3000001,Inventory,Asset,949.967
1638 | 2020,Feb,CC302,3000002,Accounts Receivable,Asset,152.073
1639 | 2020,Feb,CC302,4000001,Accounts Payable,Liability,-1004
1640 | 2020,Mar,CC100,1000000,Product Sales,Revenue,900.441
1641 | 2020,Mar,CC100,1000001,Licensing Revenue,Revenue,708.482
1642 | 2020,Mar,CC100,1000002,Service Revenue,Revenue,761.764
1643 | 2020,Mar,CC100,1000004,Fee Revenue,Revenue,956.79
1644 | 2020,Mar,CC100,2000000,Cost of Good Sold,Expense,571.192
1645 | 2020,Mar,CC100,2000001,Staff Expenses,Expense,418.445
1646 | 2020,Mar,CC100,2000002,Technology Expenses,Expense,376.71
1647 | 2020,Mar,CC100,2000003,Property Expenses,Expense,363.328
1648 | 2020,Mar,CC100,2000005,Purchases,Expense,584.044
1649 | 2020,Mar,CC100,3000000,Cash at Bank,Asset,-302.083
1650 | 2020,Mar,CC100,3000001,Inventory,Asset,889.796
1651 | 2020,Mar,CC100,3000002,Accounts Receivable,Asset,145.582
1652 | 2020,Mar,CC100,4000001,Accounts Payable,Liability,-804
1653 | 2020,Mar,CC101,1000000,Product Sales,Revenue,1285.959
1654 | 2020,Mar,CC101,1000001,Licensing Revenue,Revenue,250.54
1655 | 2020,Mar,CC101,1000002,Service Revenue,Revenue,660.708
1656 | 2020,Mar,CC101,1000004,Fee Revenue,Revenue,753.621
1657 | 2020,Mar,CC101,2000000,Cost of Good Sold,Expense,802.028
1658 | 2020,Mar,CC101,2000001,Staff Expenses,Expense,416.734
1659 | 2020,Mar,CC101,2000002,Technology Expenses,Expense,265.725
1660 | 2020,Mar,CC101,2000003,Property Expenses,Expense,371.247
1661 | 2020,Mar,CC101,2000005,Purchases,Expense,663.319
1662 | 2020,Mar,CC101,3000000,Cash at Bank,Asset,861.206
1663 | 2020,Mar,CC101,3000001,Inventory,Asset,878.259
1664 | 2020,Mar,CC101,3000002,Accounts Receivable,Asset,550.912
1665 | 2020,Mar,CC101,4000001,Accounts Payable,Liability,806
1666 | 2020,Mar,CC102,1000000,Product Sales,Revenue,644.904
1667 | 2020,Mar,CC102,1000001,Licensing Revenue,Revenue,700.914
1668 | 2020,Mar,CC102,1000002,Service Revenue,Revenue,575.32
1669 | 2020,Mar,CC102,1000004,Fee Revenue,Revenue,484.296
1670 | 2020,Mar,CC102,2000000,Cost of Good Sold,Expense,369.992
1671 | 2020,Mar,CC102,2000001,Staff Expenses,Expense,393.845
1672 | 2020,Mar,CC102,2000002,Technology Expenses,Expense,309.817
1673 | 2020,Mar,CC102,2000003,Property Expenses,Expense,341.63
1674 | 2020,Mar,CC102,2000005,Purchases,Expense,413.133
1675 | 2020,Mar,CC102,3000000,Cash at Bank,Asset,-351.877
1676 | 2020,Mar,CC102,3000001,Inventory,Asset,938.232
1677 | 2020,Mar,CC102,3000002,Accounts Receivable,Asset,378.437
1678 | 2020,Mar,CC102,4000001,Accounts Payable,Liability,-800
1679 | 2020,Mar,CC200,1000000,Product Sales,Revenue,956.909
1680 | 2020,Mar,CC200,1000001,Licensing Revenue,Revenue,231.308
1681 | 2020,Mar,CC200,1000002,Service Revenue,Revenue,1224.269
1682 | 2020,Mar,CC200,1000004,Fee Revenue,Revenue,120.259
1683 | 2020,Mar,CC200,2000000,Cost of Good Sold,Expense,528.188
1684 | 2020,Mar,CC200,2000001,Staff Expenses,Expense,598.48
1685 | 2020,Mar,CC200,2000002,Technology Expenses,Expense,590.655
1686 | 2020,Mar,CC200,2000003,Property Expenses,Expense,728.713
1687 | 2020,Mar,CC200,2000005,Purchases,Expense,453.18
1688 | 2020,Mar,CC200,3000000,Cash at Bank,Asset,-69.383
1689 | 2020,Mar,CC200,3000001,Inventory,Asset,911.13
1690 | 2020,Mar,CC200,3000002,Accounts Receivable,Asset,224.656
1691 | 2020,Mar,CC200,4000001,Accounts Payable,Liability,802
1692 | 2020,Mar,CC201,1000000,Product Sales,Revenue,635.87
1693 | 2020,Mar,CC201,1000001,Licensing Revenue,Revenue,546.247
1694 | 2020,Mar,CC201,1000002,Service Revenue,Revenue,1172.837
1695 | 2020,Mar,CC201,1000004,Fee Revenue,Revenue,521.722
1696 | 2020,Mar,CC201,2000000,Cost of Good Sold,Expense,238.885
1697 | 2020,Mar,CC201,2000001,Staff Expenses,Expense,794.493
1698 | 2020,Mar,CC201,2000002,Technology Expenses,Expense,412.694
1699 | 2020,Mar,CC201,2000003,Property Expenses,Expense,606.349
1700 | 2020,Mar,CC201,2000005,Purchases,Expense,205.588
1701 | 2020,Mar,CC201,3000000,Cash at Bank,Asset,-796.15
1702 | 2020,Mar,CC201,3000001,Inventory,Asset,873.009
1703 | 2020,Mar,CC201,3000002,Accounts Receivable,Asset,1140.245
1704 | 2020,Mar,CC201,4000001,Accounts Payable,Liability,-202
1705 | 2020,Mar,CC202,1000000,Product Sales,Revenue,742.242
1706 | 2020,Mar,CC202,1000001,Licensing Revenue,Revenue,554.101
1707 | 2020,Mar,CC202,1000002,Service Revenue,Revenue,528.82
1708 | 2020,Mar,CC202,1000004,Fee Revenue,Revenue,896.357
1709 | 2020,Mar,CC202,2000000,Cost of Good Sold,Expense,478.123
1710 | 2020,Mar,CC202,2000001,Staff Expenses,Expense,282.405
1711 | 2020,Mar,CC202,2000002,Technology Expenses,Expense,384.793
1712 | 2020,Mar,CC202,2000003,Property Expenses,Expense,233.103
1713 | 2020,Mar,CC202,2000005,Purchases,Expense,403.711
1714 | 2020,Mar,CC202,3000000,Cash at Bank,Asset,-461.356
1715 | 2020,Mar,CC202,3000001,Inventory,Asset,897.553
1716 | 2020,Mar,CC202,3000002,Accounts Receivable,Asset,846.873
1717 | 2020,Mar,CC202,4000001,Accounts Payable,Liability,-800
1718 | 2020,Mar,CC300,1000000,Product Sales,Revenue,401.322
1719 | 2020,Mar,CC300,1000001,Licensing Revenue,Revenue,495.245
1720 | 2020,Mar,CC300,1000002,Service Revenue,Revenue,1116.298
1721 | 2020,Mar,CC300,1000004,Fee Revenue,Revenue,617.447
1722 | 2020,Mar,CC300,2000000,Cost of Good Sold,Expense,280.302
1723 | 2020,Mar,CC300,2000001,Staff Expenses,Expense,630.122
1724 | 2020,Mar,CC300,2000002,Technology Expenses,Expense,493.141
1725 | 2020,Mar,CC300,2000003,Property Expenses,Expense,552.385
1726 | 2020,Mar,CC300,2000005,Purchases,Expense,244.247
1727 | 2020,Mar,CC300,3000000,Cash at Bank,Asset,568.254
1728 | 2020,Mar,CC300,3000001,Inventory,Asset,926.173
1729 | 2020,Mar,CC300,3000002,Accounts Receivable,Asset,741.815
1730 | 2020,Mar,CC300,4000001,Accounts Payable,Liability,1002
1731 | 2020,Mar,CC301,1000000,Product Sales,Revenue,740.44
1732 | 2020,Mar,CC301,1000001,Licensing Revenue,Revenue,646.21
1733 | 2020,Mar,CC301,1000002,Service Revenue,Revenue,698.974
1734 | 2020,Mar,CC301,1000004,Fee Revenue,Revenue,151.341
1735 | 2020,Mar,CC301,2000000,Cost of Good Sold,Expense,428.471
1736 | 2020,Mar,CC301,2000001,Staff Expenses,Expense,352.036
1737 | 2020,Mar,CC301,2000002,Technology Expenses,Expense,215.912
1738 | 2020,Mar,CC301,2000003,Property Expenses,Expense,199.484
1739 | 2020,Mar,CC301,2000005,Purchases,Expense,434.346
1740 | 2020,Mar,CC301,3000000,Cash at Bank,Asset,-410.427
1741 | 2020,Mar,CC301,3000001,Inventory,Asset,838.698
1742 | 2020,Mar,CC301,3000002,Accounts Receivable,Asset,616.46
1743 | 2020,Mar,CC301,4000001,Accounts Payable,Liability,-800
1744 | 2020,Mar,CC302,1000000,Product Sales,Revenue,958.978
1745 | 2020,Mar,CC302,1000001,Licensing Revenue,Revenue,145.774
1746 | 2020,Mar,CC302,1000002,Service Revenue,Revenue,1023.568
1747 | 2020,Mar,CC302,1000004,Fee Revenue,Revenue,175.502
1748 | 2020,Mar,CC302,2000000,Cost of Good Sold,Expense,767.085
1749 | 2020,Mar,CC302,2000001,Staff Expenses,Expense,694.11
1750 | 2020,Mar,CC302,2000002,Technology Expenses,Expense,471.927
1751 | 2020,Mar,CC302,2000003,Property Expenses,Expense,581.415
1752 | 2020,Mar,CC302,2000005,Purchases,Expense,763.522
1753 | 2020,Mar,CC302,3000000,Cash at Bank,Asset,-215.822
1754 | 2020,Mar,CC302,3000001,Inventory,Asset,890.348
1755 | 2020,Mar,CC302,3000002,Accounts Receivable,Asset,664.096
1756 | 2020,Mar,CC302,4000001,Accounts Payable,Liability,602
1757 | 2020,Apr,CC100,1000000,Product Sales,Revenue,1089.683
1758 | 2020,Apr,CC100,1000001,Licensing Revenue,Revenue,472.462
1759 | 2020,Apr,CC100,1000002,Service Revenue,Revenue,785.789
1760 | 2020,Apr,CC100,1000004,Fee Revenue,Revenue,536.412
1761 | 2020,Apr,CC100,2000000,Cost of Good Sold,Expense,490.085
1762 | 2020,Apr,CC100,2000001,Staff Expenses,Expense,659.312
1763 | 2020,Apr,CC100,2000002,Technology Expenses,Expense,385.667
1764 | 2020,Apr,CC100,2000003,Property Expenses,Expense,394.908
1765 | 2020,Apr,CC100,2000005,Purchases,Expense,473.813
1766 | 2020,Apr,CC100,3000000,Cash at Bank,Asset,910.036
1767 | 2020,Apr,CC100,3000001,Inventory,Asset,834.492
1768 | 2020,Apr,CC100,3000002,Accounts Receivable,Asset,535.261
1769 | 2020,Apr,CC100,4000001,Accounts Payable,Liability,404
1770 | 2020,Apr,CC101,1000000,Product Sales,Revenue,680.649
1771 | 2020,Apr,CC101,1000001,Licensing Revenue,Revenue,304.156
1772 | 2020,Apr,CC101,1000002,Service Revenue,Revenue,117.567
1773 | 2020,Apr,CC101,1000004,Fee Revenue,Revenue,278.516
1774 | 2020,Apr,CC101,2000000,Cost of Good Sold,Expense,422.993
1775 | 2020,Apr,CC101,2000001,Staff Expenses,Expense,428.54
1776 | 2020,Apr,CC101,2000002,Technology Expenses,Expense,91.572
1777 | 2020,Apr,CC101,2000003,Property Expenses,Expense,295.347
1778 | 2020,Apr,CC101,2000005,Purchases,Expense,338.65
1779 | 2020,Apr,CC101,3000000,Cash at Bank,Asset,-724.167
1780 | 2020,Apr,CC101,3000001,Inventory,Asset,828.399
1781 | 2020,Apr,CC101,3000002,Accounts Receivable,Asset,150.601
1782 | 2020,Apr,CC101,4000001,Accounts Payable,Liability,-996
1783 | 2020,Apr,CC102,1000000,Product Sales,Revenue,1062.007
1784 | 2020,Apr,CC102,1000001,Licensing Revenue,Revenue,79.902
1785 | 2020,Apr,CC102,1000002,Service Revenue,Revenue,1273.099
1786 | 2020,Apr,CC102,1000004,Fee Revenue,Revenue,341.09
1787 | 2020,Apr,CC102,2000000,Cost of Good Sold,Expense,578.753
1788 | 2020,Apr,CC102,2000001,Staff Expenses,Expense,724.868
1789 | 2020,Apr,CC102,2000002,Technology Expenses,Expense,469.11
1790 | 2020,Apr,CC102,2000003,Property Expenses,Expense,558.68
1791 | 2020,Apr,CC102,2000005,Purchases,Expense,654.468
1792 | 2020,Apr,CC102,3000000,Cash at Bank,Asset,-105.465
1793 | 2020,Apr,CC102,3000001,Inventory,Asset,867.941
1794 | 2020,Apr,CC102,3000002,Accounts Receivable,Asset,394.702
1795 | 2020,Apr,CC102,4000001,Accounts Payable,Liability,1004
1796 | 2020,Apr,CC200,1000000,Product Sales,Revenue,1160.868
1797 | 2020,Apr,CC200,1000001,Licensing Revenue,Revenue,467.845
1798 | 2020,Apr,CC200,1000002,Service Revenue,Revenue,1037.223
1799 | 2020,Apr,CC200,1000004,Fee Revenue,Revenue,889.92
1800 | 2020,Apr,CC200,2000000,Cost of Good Sold,Expense,806.188
1801 | 2020,Apr,CC200,2000001,Staff Expenses,Expense,694.287
1802 | 2020,Apr,CC200,2000002,Technology Expenses,Expense,467.928
1803 | 2020,Apr,CC200,2000003,Property Expenses,Expense,588.659
1804 | 2020,Apr,CC200,2000005,Purchases,Expense,697.414
1805 | 2020,Apr,CC200,3000000,Cash at Bank,Asset,765.95
1806 | 2020,Apr,CC200,3000001,Inventory,Asset,884.238
1807 | 2020,Apr,CC200,3000002,Accounts Receivable,Asset,289.789
1808 | 2020,Apr,CC200,4000001,Accounts Payable,Liability,596
1809 | 2020,Apr,CC201,1000000,Product Sales,Revenue,522.711
1810 | 2020,Apr,CC201,1000001,Licensing Revenue,Revenue,407.525
1811 | 2020,Apr,CC201,1000002,Service Revenue,Revenue,721.23
1812 | 2020,Apr,CC201,1000004,Fee Revenue,Revenue,679.095
1813 | 2020,Apr,CC201,2000000,Cost of Good Sold,Expense,294.11
1814 | 2020,Apr,CC201,2000001,Staff Expenses,Expense,307.665
1815 | 2020,Apr,CC201,2000002,Technology Expenses,Expense,211.403
1816 | 2020,Apr,CC201,2000003,Property Expenses,Expense,351.11
1817 | 2020,Apr,CC201,2000005,Purchases,Expense,300.144
1818 | 2020,Apr,CC201,3000000,Cash at Bank,Asset,-508.677
1819 | 2020,Apr,CC201,3000001,Inventory,Asset,834.957
1820 | 2020,Apr,CC201,3000002,Accounts Receivable,Asset,658.329
1821 | 2020,Apr,CC201,4000001,Accounts Payable,Liability,-802
1822 | 2020,Apr,CC202,1000000,Product Sales,Revenue,641.86
1823 | 2020,Apr,CC202,1000001,Licensing Revenue,Revenue,541.909
1824 | 2020,Apr,CC202,1000002,Service Revenue,Revenue,1049.148
1825 | 2020,Apr,CC202,1000004,Fee Revenue,Revenue,645.06
1826 | 2020,Apr,CC202,2000000,Cost of Good Sold,Expense,299.798
1827 | 2020,Apr,CC202,2000001,Staff Expenses,Expense,581.466
1828 | 2020,Apr,CC202,2000002,Technology Expenses,Expense,453.483
1829 | 2020,Apr,CC202,2000003,Property Expenses,Expense,484.214
1830 | 2020,Apr,CC202,2000005,Purchases,Expense,176.574
1831 | 2020,Apr,CC202,3000000,Cash at Bank,Asset,-810.045
1832 | 2020,Apr,CC202,3000001,Inventory,Asset,868.694
1833 | 2020,Apr,CC202,3000002,Accounts Receivable,Asset,135.166
1834 | 2020,Apr,CC202,4000001,Accounts Payable,Liability,-1000
1835 | 2020,Apr,CC300,1000000,Product Sales,Revenue,449.034
1836 | 2020,Apr,CC300,1000001,Licensing Revenue,Revenue,722.696
1837 | 2020,Apr,CC300,1000002,Service Revenue,Revenue,1047.057
1838 | 2020,Apr,CC300,1000004,Fee Revenue,Revenue,917.988
1839 | 2020,Apr,CC300,2000000,Cost of Good Sold,Expense,295.422
1840 | 2020,Apr,CC300,2000001,Staff Expenses,Expense,708.393
1841 | 2020,Apr,CC300,2000002,Technology Expenses,Expense,463.778
1842 | 2020,Apr,CC300,2000003,Property Expenses,Expense,515.775
1843 | 2020,Apr,CC300,2000005,Purchases,Expense,276.088
1844 | 2020,Apr,CC300,3000000,Cash at Bank,Asset,-571.173
1845 | 2020,Apr,CC300,3000001,Inventory,Asset,921.96
1846 | 2020,Apr,CC300,3000002,Accounts Receivable,Asset,1307.05
1847 | 2020,Apr,CC300,4000001,Accounts Payable,Liability,-800
1848 | 2020,Apr,CC301,1000000,Product Sales,Revenue,906.008
1849 | 2020,Apr,CC301,1000001,Licensing Revenue,Revenue,518.636
1850 | 2020,Apr,CC301,1000002,Service Revenue,Revenue,920.986
1851 | 2020,Apr,CC301,1000004,Fee Revenue,Revenue,811.219
1852 | 2020,Apr,CC301,2000000,Cost of Good Sold,Expense,482.286
1853 | 2020,Apr,CC301,2000001,Staff Expenses,Expense,382.531
1854 | 2020,Apr,CC301,2000002,Technology Expenses,Expense,270.721
1855 | 2020,Apr,CC301,2000003,Property Expenses,Expense,355.669
1856 | 2020,Apr,CC301,2000005,Purchases,Expense,423.849
1857 | 2020,Apr,CC301,3000000,Cash at Bank,Asset,-217.11
1858 | 2020,Apr,CC301,3000001,Inventory,Asset,798.592
1859 | 2020,Apr,CC301,3000002,Accounts Receivable,Asset,588.997
1860 | 2020,Apr,CC301,4000001,Accounts Payable,Liability,-600
1861 | 2020,Apr,CC302,1000000,Product Sales,Revenue,157.932
1862 | 2020,Apr,CC302,1000001,Licensing Revenue,Revenue,557.914
1863 | 2020,Apr,CC302,1000002,Service Revenue,Revenue,902.691
1864 | 2020,Apr,CC302,1000004,Fee Revenue,Revenue,1061.815
1865 | 2020,Apr,CC302,2000000,Cost of Good Sold,Expense,76.584
1866 | 2020,Apr,CC302,2000001,Staff Expenses,Expense,492.93
1867 | 2020,Apr,CC302,2000002,Technology Expenses,Expense,328.378
1868 | 2020,Apr,CC302,2000003,Property Expenses,Expense,417.258
1869 | 2020,Apr,CC302,2000005,Purchases,Expense,84.86
1870 | 2020,Apr,CC302,3000000,Cash at Bank,Asset,-403.355
1871 | 2020,Apr,CC302,3000001,Inventory,Asset,880.535
1872 | 2020,Apr,CC302,3000002,Accounts Receivable,Asset,556.551
1873 | 2020,Apr,CC302,4000001,Accounts Payable,Liability,-1000
1874 | 2020,May,CC100,1000000,Product Sales,Revenue,176.281
1875 | 2020,May,CC100,1000001,Licensing Revenue,Revenue,587.984
1876 | 2020,May,CC100,1000002,Service Revenue,Revenue,870.707
1877 | 2020,May,CC100,1000004,Fee Revenue,Revenue,117.712
1878 | 2020,May,CC100,2000000,Cost of Good Sold,Expense,108.733
1879 | 2020,May,CC100,2000001,Staff Expenses,Expense,712.656
1880 | 2020,May,CC100,2000002,Technology Expenses,Expense,473.167
1881 | 2020,May,CC100,2000003,Property Expenses,Expense,530.43
1882 | 2020,May,CC100,2000005,Purchases,Expense,210.422
1883 | 2020,May,CC100,3000000,Cash at Bank,Asset,756.308
1884 | 2020,May,CC100,3000001,Inventory,Asset,816.716
1885 | 2020,May,CC100,3000002,Accounts Receivable,Asset,687.141
1886 | 2020,May,CC100,4000001,Accounts Payable,Liability,598
1887 | 2020,May,CC101,1000000,Product Sales,Revenue,986.355
1888 | 2020,May,CC101,1000001,Licensing Revenue,Revenue,592.29
1889 | 2020,May,CC101,1000002,Service Revenue,Revenue,309.041
1890 | 2020,May,CC101,1000004,Fee Revenue,Revenue,768.929
1891 | 2020,May,CC101,2000000,Cost of Good Sold,Expense,616.144
1892 | 2020,May,CC101,2000001,Staff Expenses,Expense,292.298
1893 | 2020,May,CC101,2000002,Technology Expenses,Expense,160.694
1894 | 2020,May,CC101,2000003,Property Expenses,Expense,142.895
1895 | 2020,May,CC101,2000005,Purchases,Expense,510.465
1896 | 2020,May,CC101,3000000,Cash at Bank,Asset,-323.429
1897 | 2020,May,CC101,3000001,Inventory,Asset,743.661
1898 | 2020,May,CC101,3000002,Accounts Receivable,Asset,814.516
1899 | 2020,May,CC101,4000001,Accounts Payable,Liability,-1002
1900 | 2020,May,CC102,1000000,Product Sales,Revenue,1010.394
1901 | 2020,May,CC102,1000001,Licensing Revenue,Revenue,662.819
1902 | 2020,May,CC102,1000002,Service Revenue,Revenue,1098.708
1903 | 2020,May,CC102,1000004,Fee Revenue,Revenue,344.169
1904 | 2020,May,CC102,2000000,Cost of Good Sold,Expense,665.767
1905 | 2020,May,CC102,2000001,Staff Expenses,Expense,702.558
1906 | 2020,May,CC102,2000002,Technology Expenses,Expense,473.39
1907 | 2020,May,CC102,2000003,Property Expenses,Expense,580.666
1908 | 2020,May,CC102,2000005,Purchases,Expense,612.56
1909 | 2020,May,CC102,3000000,Cash at Bank,Asset,536.881
1910 | 2020,May,CC102,3000001,Inventory,Asset,820.081
1911 | 2020,May,CC102,3000002,Accounts Receivable,Asset,1070.489
1912 | 2020,May,CC102,4000001,Accounts Payable,Liability,1006
1913 | 2020,May,CC200,1000000,Product Sales,Revenue,865.668
1914 | 2020,May,CC200,1000001,Licensing Revenue,Revenue,504.724
1915 | 2020,May,CC200,1000002,Service Revenue,Revenue,816.572
1916 | 2020,May,CC200,1000004,Fee Revenue,Revenue,333.556
1917 | 2020,May,CC200,2000000,Cost of Good Sold,Expense,473.249
1918 | 2020,May,CC200,2000001,Staff Expenses,Expense,450.718
1919 | 2020,May,CC200,2000002,Technology Expenses,Expense,298.91
1920 | 2020,May,CC200,2000003,Property Expenses,Expense,354.113
1921 | 2020,May,CC200,2000005,Purchases,Expense,434.612
1922 | 2020,May,CC200,3000000,Cash at Bank,Asset,798.796
1923 | 2020,May,CC200,3000001,Inventory,Asset,820.739
1924 | 2020,May,CC200,3000002,Accounts Receivable,Asset,621.284
1925 | 2020,May,CC200,4000001,Accounts Payable,Liability,1000
1926 | 2020,May,CC201,1000000,Product Sales,Revenue,343.694
1927 | 2020,May,CC201,1000001,Licensing Revenue,Revenue,63.183
1928 | 2020,May,CC201,1000002,Service Revenue,Revenue,721.61
1929 | 2020,May,CC201,1000004,Fee Revenue,Revenue,308.734
1930 | 2020,May,CC201,2000000,Cost of Good Sold,Expense,94.159
1931 | 2020,May,CC201,2000001,Staff Expenses,Expense,284.279
1932 | 2020,May,CC201,2000002,Technology Expenses,Expense,255.117
1933 | 2020,May,CC201,2000003,Property Expenses,Expense,267.932
1934 | 2020,May,CC201,2000005,Purchases,Expense,113.882
1935 | 2020,May,CC201,3000000,Cash at Bank,Asset,-624.107
1936 | 2020,May,CC201,3000001,Inventory,Asset,817.931
1937 | 2020,May,CC201,3000002,Accounts Receivable,Asset,427.464
1938 | 2020,May,CC201,4000001,Accounts Payable,Liability,-598
1939 | 2020,May,CC202,1000000,Product Sales,Revenue,731.119
1940 | 2020,May,CC202,1000001,Licensing Revenue,Revenue,359.506
1941 | 2020,May,CC202,1000002,Service Revenue,Revenue,1000.218
1942 | 2020,May,CC202,1000004,Fee Revenue,Revenue,858.426
1943 | 2020,May,CC202,2000000,Cost of Good Sold,Expense,485.71
1944 | 2020,May,CC202,2000001,Staff Expenses,Expense,783.055
1945 | 2020,May,CC202,2000002,Technology Expenses,Expense,536.56
1946 | 2020,May,CC202,2000003,Property Expenses,Expense,670.325
1947 | 2020,May,CC202,2000005,Purchases,Expense,511.378
1948 | 2020,May,CC202,3000000,Cash at Bank,Asset,471.054
1949 | 2020,May,CC202,3000001,Inventory,Asset,817.746
1950 | 2020,May,CC202,3000002,Accounts Receivable,Asset,300.879
1951 | 2020,May,CC202,4000001,Accounts Payable,Liability,400
1952 | 2020,May,CC300,1000000,Product Sales,Revenue,297.756
1953 | 2020,May,CC300,1000001,Licensing Revenue,Revenue,660.081
1954 | 2020,May,CC300,1000002,Service Revenue,Revenue,477.476
1955 | 2020,May,CC300,1000004,Fee Revenue,Revenue,282.234
1956 | 2020,May,CC300,2000000,Cost of Good Sold,Expense,131.518
1957 | 2020,May,CC300,2000001,Staff Expenses,Expense,424.009
1958 | 2020,May,CC300,2000002,Technology Expenses,Expense,257.317
1959 | 2020,May,CC300,2000003,Property Expenses,Expense,168.481
1960 | 2020,May,CC300,2000005,Purchases,Expense,119.8
1961 | 2020,May,CC300,3000000,Cash at Bank,Asset,-205.991
1962 | 2020,May,CC300,3000001,Inventory,Asset,914.885
1963 | 2020,May,CC300,3000002,Accounts Receivable,Asset,280.509
1964 | 2020,May,CC300,4000001,Accounts Payable,Liability,-808
1965 | 2020,May,CC301,1000000,Product Sales,Revenue,1015.67
1966 | 2020,May,CC301,1000001,Licensing Revenue,Revenue,382.75
1967 | 2020,May,CC301,1000002,Service Revenue,Revenue,1204.45
1968 | 2020,May,CC301,1000004,Fee Revenue,Revenue,535.729
1969 | 2020,May,CC301,2000000,Cost of Good Sold,Expense,670.023
1970 | 2020,May,CC301,2000001,Staff Expenses,Expense,829.825
1971 | 2020,May,CC301,2000002,Technology Expenses,Expense,441.809
1972 | 2020,May,CC301,2000003,Property Expenses,Expense,563.783
1973 | 2020,May,CC301,2000005,Purchases,Expense,642.138
1974 | 2020,May,CC301,3000000,Cash at Bank,Asset,464.494
1975 | 2020,May,CC301,3000001,Inventory,Asset,731.61
1976 | 2020,May,CC301,3000002,Accounts Receivable,Asset,460.455
1977 | 2020,May,CC301,4000001,Accounts Payable,Liability,800
1978 | 2020,May,CC302,1000000,Product Sales,Revenue,902.458
1979 | 2020,May,CC302,1000001,Licensing Revenue,Revenue,694.813
1980 | 2020,May,CC302,1000002,Service Revenue,Revenue,849.243
1981 | 2020,May,CC302,1000004,Fee Revenue,Revenue,577.522
1982 | 2020,May,CC302,2000000,Cost of Good Sold,Expense,604.506
1983 | 2020,May,CC302,2000001,Staff Expenses,Expense,715.994
1984 | 2020,May,CC302,2000002,Technology Expenses,Expense,478.38
1985 | 2020,May,CC302,2000003,Property Expenses,Expense,606.799
1986 | 2020,May,CC302,2000005,Purchases,Expense,574.395
1987 | 2020,May,CC302,3000000,Cash at Bank,Asset,-879.166
1988 | 2020,May,CC302,3000001,Inventory,Asset,813.802
1989 | 2020,May,CC302,3000002,Accounts Receivable,Asset,19.79
1990 | 2020,May,CC302,4000001,Accounts Payable,Liability,-1000
1991 | 2020,Jun,CC100,1000000,Product Sales,Revenue,361.425
1992 | 2020,Jun,CC100,1000001,Licensing Revenue,Revenue,586.723
1993 | 2020,Jun,CC100,1000002,Service Revenue,Revenue,1042.536
1994 | 2020,Jun,CC100,1000004,Fee Revenue,Revenue,872.49
1995 | 2020,Jun,CC100,2000000,Cost of Good Sold,Expense,267.229
1996 | 2020,Jun,CC100,2000001,Staff Expenses,Expense,841.806
1997 | 2020,Jun,CC100,2000002,Technology Expenses,Expense,491.813
1998 | 2020,Jun,CC100,2000003,Property Expenses,Expense,631.478
1999 | 2020,Jun,CC100,2000005,Purchases,Expense,314.312
2000 | 2020,Jun,CC100,3000000,Cash at Bank,Asset,-963.96
2001 | 2020,Jun,CC100,3000001,Inventory,Asset,808.32
2002 | 2020,Jun,CC100,3000002,Accounts Receivable,Asset,462.622
2003 | 2020,Jun,CC100,4000001,Accounts Payable,Liability,-1000
2004 | 2020,Jun,CC101,1000000,Product Sales,Revenue,216.697
2005 | 2020,Jun,CC101,1000001,Licensing Revenue,Revenue,494.291
2006 | 2020,Jun,CC101,1000002,Service Revenue,Revenue,524.317
2007 | 2020,Jun,CC101,1000004,Fee Revenue,Revenue,376.33
2008 | 2020,Jun,CC101,2000000,Cost of Good Sold,Expense,112.216
2009 | 2020,Jun,CC101,2000001,Staff Expenses,Expense,311.463
2010 | 2020,Jun,CC101,2000002,Technology Expenses,Expense,284.106
2011 | 2020,Jun,CC101,2000003,Property Expenses,Expense,218.95
2012 | 2020,Jun,CC101,2000005,Purchases,Expense,134.301
2013 | 2020,Jun,CC101,3000000,Cash at Bank,Asset,-852.984
2014 | 2020,Jun,CC101,3000001,Inventory,Asset,729.322
2015 | 2020,Jun,CC101,3000002,Accounts Receivable,Asset,99.816
2016 | 2020,Jun,CC101,4000001,Accounts Payable,Liability,-998
2017 | 2020,Jun,CC102,1000000,Product Sales,Revenue,938.372
2018 | 2020,Jun,CC102,1000001,Licensing Revenue,Revenue,1081.705
2019 | 2020,Jun,CC102,1000002,Service Revenue,Revenue,520.711
2020 | 2020,Jun,CC102,1000004,Fee Revenue,Revenue,236.993
2021 | 2020,Jun,CC102,2000000,Cost of Good Sold,Expense,580.181
2022 | 2020,Jun,CC102,2000001,Staff Expenses,Expense,291.381
2023 | 2020,Jun,CC102,2000002,Technology Expenses,Expense,214.829
2024 | 2020,Jun,CC102,2000003,Property Expenses,Expense,297.431
2025 | 2020,Jun,CC102,2000005,Purchases,Expense,686.16
2026 | 2020,Jun,CC102,3000000,Cash at Bank,Asset,-722.115
2027 | 2020,Jun,CC102,3000001,Inventory,Asset,752.351
2028 | 2020,Jun,CC102,3000002,Accounts Receivable,Asset,702.509
2029 | 2020,Jun,CC102,4000001,Accounts Payable,Liability,-1000
2030 | 2020,Jun,CC200,1000000,Product Sales,Revenue,889.853
2031 | 2020,Jun,CC200,1000001,Licensing Revenue,Revenue,1308.82
2032 | 2020,Jun,CC200,1000002,Service Revenue,Revenue,1314.191
2033 | 2020,Jun,CC200,1000004,Fee Revenue,Revenue,983.513
2034 | 2020,Jun,CC200,2000000,Cost of Good Sold,Expense,743.253
2035 | 2020,Jun,CC200,2000001,Staff Expenses,Expense,785.974
2036 | 2020,Jun,CC200,2000002,Technology Expenses,Expense,565.282
2037 | 2020,Jun,CC200,2000003,Property Expenses,Expense,687.873
2038 | 2020,Jun,CC200,2000005,Purchases,Expense,671.105
2039 | 2020,Jun,CC200,3000000,Cash at Bank,Asset,-422.194
2040 | 2020,Jun,CC200,3000001,Inventory,Asset,801.691
2041 | 2020,Jun,CC200,3000002,Accounts Receivable,Asset,637.088
2042 | 2020,Jun,CC200,4000001,Accounts Payable,Liability,-800
2043 | 2020,Jun,CC201,1000000,Product Sales,Revenue,1212.885
2044 | 2020,Jun,CC201,1000001,Licensing Revenue,Revenue,868.041
2045 | 2020,Jun,CC201,1000002,Service Revenue,Revenue,1271.352
2046 | 2020,Jun,CC201,1000004,Fee Revenue,Revenue,687.927
2047 | 2020,Jun,CC201,2000000,Cost of Good Sold,Expense,780.436
2048 | 2020,Jun,CC201,2000001,Staff Expenses,Expense,755.991
2049 | 2020,Jun,CC201,2000002,Technology Expenses,Expense,481.554
2050 | 2020,Jun,CC201,2000003,Property Expenses,Expense,697.046
2051 | 2020,Jun,CC201,2000005,Purchases,Expense,726.607
2052 | 2020,Jun,CC201,3000000,Cash at Bank,Asset,-806.761
2053 | 2020,Jun,CC201,3000001,Inventory,Asset,759.858
2054 | 2020,Jun,CC201,3000002,Accounts Receivable,Asset,1042.035
2055 | 2020,Jun,CC201,4000001,Accounts Payable,Liability,-1000
2056 | 2020,Jun,CC202,1000000,Product Sales,Revenue,789.47
2057 | 2020,Jun,CC202,1000001,Licensing Revenue,Revenue,998.773
2058 | 2020,Jun,CC202,1000002,Service Revenue,Revenue,802.349
2059 | 2020,Jun,CC202,1000004,Fee Revenue,Revenue,392.28
2060 | 2020,Jun,CC202,2000000,Cost of Good Sold,Expense,555.955
2061 | 2020,Jun,CC202,2000001,Staff Expenses,Expense,587.286
2062 | 2020,Jun,CC202,2000002,Technology Expenses,Expense,459.61
2063 | 2020,Jun,CC202,2000003,Property Expenses,Expense,559.286
2064 | 2020,Jun,CC202,2000005,Purchases,Expense,475.187
2065 | 2020,Jun,CC202,3000000,Cash at Bank,Asset,-808.189
2066 | 2020,Jun,CC202,3000001,Inventory,Asset,780.884
2067 | 2020,Jun,CC202,3000002,Accounts Receivable,Asset,247.681
2068 | 2020,Jun,CC202,4000001,Accounts Payable,Liability,-1000
2069 | 2020,Jun,CC300,1000000,Product Sales,Revenue,80.041
2070 | 2020,Jun,CC300,1000001,Licensing Revenue,Revenue,783.446
2071 | 2020,Jun,CC300,1000002,Service Revenue,Revenue,799.22
2072 | 2020,Jun,CC300,1000004,Fee Revenue,Revenue,324.668
2073 | 2020,Jun,CC300,2000000,Cost of Good Sold,Expense,73.862
2074 | 2020,Jun,CC300,2000001,Staff Expenses,Expense,661.197
2075 | 2020,Jun,CC300,2000002,Technology Expenses,Expense,371.663
2076 | 2020,Jun,CC300,2000003,Property Expenses,Expense,339.19
2077 | 2020,Jun,CC300,2000005,Purchases,Expense,23.952
2078 | 2020,Jun,CC300,3000000,Cash at Bank,Asset,-710.895
2079 | 2020,Jun,CC300,3000001,Inventory,Asset,908.72
2080 | 2020,Jun,CC300,3000002,Accounts Receivable,Asset,280.746
2081 | 2020,Jun,CC300,4000001,Accounts Payable,Liability,-1000
2082 | 2020,Jun,CC301,1000000,Product Sales,Revenue,645.426
2083 | 2020,Jun,CC301,1000001,Licensing Revenue,Revenue,1144.004
2084 | 2020,Jun,CC301,1000002,Service Revenue,Revenue,304.325
2085 | 2020,Jun,CC301,1000004,Fee Revenue,Revenue,875.082
2086 | 2020,Jun,CC301,2000000,Cost of Good Sold,Expense,427.693
2087 | 2020,Jun,CC301,2000001,Staff Expenses,Expense,239.334
2088 | 2020,Jun,CC301,2000002,Technology Expenses,Expense,252.703
2089 | 2020,Jun,CC301,2000003,Property Expenses,Expense,142.75
2090 | 2020,Jun,CC301,2000005,Purchases,Expense,395.397
2091 | 2020,Jun,CC301,3000000,Cash at Bank,Asset,701.152
2092 | 2020,Jun,CC301,3000001,Inventory,Asset,699.97
2093 | 2020,Jun,CC301,3000002,Accounts Receivable,Asset,241.324
2094 | 2020,Jun,CC301,4000001,Accounts Payable,Liability,-800
2095 | 2020,Jun,CC302,1000000,Product Sales,Revenue,204.722
2096 | 2020,Jun,CC302,1000001,Licensing Revenue,Revenue,500.643
2097 | 2020,Jun,CC302,1000002,Service Revenue,Revenue,312.937
2098 | 2020,Jun,CC302,1000004,Fee Revenue,Revenue,594.907
2099 | 2020,Jun,CC302,2000000,Cost of Good Sold,Expense,144.979
2100 | 2020,Jun,CC302,2000001,Staff Expenses,Expense,155.522
2101 | 2020,Jun,CC302,2000002,Technology Expenses,Expense,157.357
2102 | 2020,Jun,CC302,2000003,Property Expenses,Expense,136.783
2103 | 2020,Jun,CC302,2000005,Purchases,Expense,135.505
2104 | 2020,Jun,CC302,3000000,Cash at Bank,Asset,-625.33
2105 | 2020,Jun,CC302,3000001,Inventory,Asset,807.758
2106 | 2020,Jun,CC302,3000002,Accounts Receivable,Asset,86.527
2107 | 2020,Jun,CC302,4000001,Accounts Payable,Liability,-1000
2108 | 2020,Jul,CC100,1000000,Product Sales,Revenue,798.824
2109 | 2020,Jul,CC100,1000001,Licensing Revenue,Revenue,194.844
2110 | 2020,Jul,CC100,1000002,Service Revenue,Revenue,789.826
2111 | 2020,Jul,CC100,1000004,Fee Revenue,Revenue,556.091
2112 | 2020,Jul,CC100,2000000,Cost of Good Sold,Expense,538.001
2113 | 2020,Jul,CC100,2000001,Staff Expenses,Expense,403.416
2114 | 2020,Jul,CC100,2000002,Technology Expenses,Expense,255.595
2115 | 2020,Jul,CC100,2000003,Property Expenses,Expense,409.352
2116 | 2020,Jul,CC100,2000005,Purchases,Expense,455.144
2117 | 2020,Jul,CC100,3000000,Cash at Bank,Asset,726.491
2118 | 2020,Jul,CC100,3000001,Inventory,Asset,761.408
2119 | 2020,Jul,CC100,3000002,Accounts Receivable,Asset,313.165
2120 | 2020,Jul,CC100,4000001,Accounts Payable,Liability,1002
2121 | 2020,Jul,CC101,1000000,Product Sales,Revenue,731.993
2122 | 2020,Jul,CC101,1000001,Licensing Revenue,Revenue,122.335
2123 | 2020,Jul,CC101,1000002,Service Revenue,Revenue,885.466
2124 | 2020,Jul,CC101,1000004,Fee Revenue,Revenue,139.361
2125 | 2020,Jul,CC101,2000000,Cost of Good Sold,Expense,525.935
2126 | 2020,Jul,CC101,2000001,Staff Expenses,Expense,577.276
2127 | 2020,Jul,CC101,2000002,Technology Expenses,Expense,410.279
2128 | 2020,Jul,CC101,2000003,Property Expenses,Expense,511.618
2129 | 2020,Jul,CC101,2000005,Purchases,Expense,468.779
2130 | 2020,Jul,CC101,3000000,Cash at Bank,Asset,172.937
2131 | 2020,Jul,CC101,3000001,Inventory,Asset,674.185
2132 | 2020,Jul,CC101,3000002,Accounts Receivable,Asset,83.462
2133 | 2020,Jul,CC101,4000001,Accounts Payable,Liability,998
2134 | 2020,Jul,CC102,1000000,Product Sales,Revenue,758.383
2135 | 2020,Jul,CC102,1000001,Licensing Revenue,Revenue,1008.394
2136 | 2020,Jul,CC102,1000002,Service Revenue,Revenue,680.586
2137 | 2020,Jul,CC102,1000004,Fee Revenue,Revenue,656.425
2138 | 2020,Jul,CC102,2000000,Cost of Good Sold,Expense,508.996
2139 | 2020,Jul,CC102,2000001,Staff Expenses,Expense,227.999
2140 | 2020,Jul,CC102,2000002,Technology Expenses,Expense,177.83
2141 | 2020,Jul,CC102,2000003,Property Expenses,Expense,230.888
2142 | 2020,Jul,CC102,2000005,Purchases,Expense,460.592
2143 | 2020,Jul,CC102,3000000,Cash at Bank,Asset,187.004
2144 | 2020,Jul,CC102,3000001,Inventory,Asset,721.638
2145 | 2020,Jul,CC102,3000002,Accounts Receivable,Asset,814.347
2146 | 2020,Jul,CC102,4000001,Accounts Payable,Liability,-1002
2147 | 2020,Jul,CC200,1000000,Product Sales,Revenue,935.449
2148 | 2020,Jul,CC200,1000001,Licensing Revenue,Revenue,2.674
2149 | 2020,Jul,CC200,1000002,Service Revenue,Revenue,1342.042
2150 | 2020,Jul,CC200,1000004,Fee Revenue,Revenue,565.02
2151 | 2020,Jul,CC200,2000000,Cost of Good Sold,Expense,586.371
2152 | 2020,Jul,CC200,2000001,Staff Expenses,Expense,731.077
2153 | 2020,Jul,CC200,2000002,Technology Expenses,Expense,521.109
2154 | 2020,Jul,CC200,2000003,Property Expenses,Expense,642.903
2155 | 2020,Jul,CC200,2000005,Purchases,Expense,563.799
2156 | 2020,Jul,CC200,3000000,Cash at Bank,Asset,189.691
2157 | 2020,Jul,CC200,3000001,Inventory,Asset,766.35
2158 | 2020,Jul,CC200,3000002,Accounts Receivable,Asset,695.817
2159 | 2020,Jul,CC200,4000001,Accounts Payable,Liability,1004
2160 | 2020,Jul,CC201,1000000,Product Sales,Revenue,526.018
2161 | 2020,Jul,CC201,1000001,Licensing Revenue,Revenue,919.363
2162 | 2020,Jul,CC201,1000002,Service Revenue,Revenue,1222.35
2163 | 2020,Jul,CC201,1000004,Fee Revenue,Revenue,264.092
2164 | 2020,Jul,CC201,2000000,Cost of Good Sold,Expense,91.227
2165 | 2020,Jul,CC201,2000001,Staff Expenses,Expense,755.148
2166 | 2020,Jul,CC201,2000002,Technology Expenses,Expense,520.355
2167 | 2020,Jul,CC201,2000003,Property Expenses,Expense,605.968
2168 | 2020,Jul,CC201,2000005,Purchases,Expense,84.864
2169 | 2020,Jul,CC201,3000000,Cash at Bank,Asset,446.633
2170 | 2020,Jul,CC201,3000001,Inventory,Asset,753.8
2171 | 2020,Jul,CC201,3000002,Accounts Receivable,Asset,568.747
2172 | 2020,Jul,CC201,4000001,Accounts Payable,Liability,800
2173 | 2020,Jul,CC202,1000000,Product Sales,Revenue,119.12
2174 | 2020,Jul,CC202,1000001,Licensing Revenue,Revenue,715.557
2175 | 2020,Jul,CC202,1000002,Service Revenue,Revenue,776.011
2176 | 2020,Jul,CC202,1000004,Fee Revenue,Revenue,346.861
2177 | 2020,Jul,CC202,2000000,Cost of Good Sold,Expense,78.306
2178 | 2020,Jul,CC202,2000001,Staff Expenses,Expense,455.179
2179 | 2020,Jul,CC202,2000002,Technology Expenses,Expense,343.93
2180 | 2020,Jul,CC202,2000003,Property Expenses,Expense,395.332
2181 | 2020,Jul,CC202,2000005,Purchases,Expense,270.323
2182 | 2020,Jul,CC202,3000000,Cash at Bank,Asset,-537.375
2183 | 2020,Jul,CC202,3000001,Inventory,Asset,772.178
2184 | 2020,Jul,CC202,3000002,Accounts Receivable,Asset,482.794
2185 | 2020,Jul,CC202,4000001,Accounts Payable,Liability,-802
2186 | 2020,Jul,CC300,1000000,Product Sales,Revenue,413.977
2187 | 2020,Jul,CC300,1000001,Licensing Revenue,Revenue,756.377
2188 | 2020,Jul,CC300,1000002,Service Revenue,Revenue,423.492
2189 | 2020,Jul,CC300,1000004,Fee Revenue,Revenue,17.165
2190 | 2020,Jul,CC300,2000000,Cost of Good Sold,Expense,253.655
2191 | 2020,Jul,CC300,2000001,Staff Expenses,Expense,326.099
2192 | 2020,Jul,CC300,2000002,Technology Expenses,Expense,194.147
2193 | 2020,Jul,CC300,2000003,Property Expenses,Expense,178.339
2194 | 2020,Jul,CC300,2000005,Purchases,Expense,235.19
2195 | 2020,Jul,CC300,3000000,Cash at Bank,Asset,-143.811
2196 | 2020,Jul,CC300,3000001,Inventory,Asset,889.673
2197 | 2020,Jul,CC300,3000002,Accounts Receivable,Asset,225.368
2198 | 2020,Jul,CC300,4000001,Accounts Payable,Liability,-608
2199 | 2020,Jul,CC301,1000000,Product Sales,Revenue,684.232
2200 | 2020,Jul,CC301,1000001,Licensing Revenue,Revenue,459.161
2201 | 2020,Jul,CC301,1000002,Service Revenue,Revenue,1921.539
2202 | 2020,Jul,CC301,1000004,Fee Revenue,Revenue,894.376
2203 | 2020,Jul,CC301,2000000,Cost of Good Sold,Expense,465.903
2204 | 2020,Jul,CC301,2000001,Staff Expenses,Expense,697.302
2205 | 2020,Jul,CC301,2000002,Technology Expenses,Expense,791.684
2206 | 2020,Jul,CC301,2000003,Property Expenses,Expense,953.108
2207 | 2020,Jul,CC301,2000005,Purchases,Expense,405.245
2208 | 2020,Jul,CC301,3000000,Cash at Bank,Asset,406.276
2209 | 2020,Jul,CC301,3000001,Inventory,Asset,651.415
2210 | 2020,Jul,CC301,3000002,Accounts Receivable,Asset,773.866
2211 | 2020,Jul,CC301,4000001,Accounts Payable,Liability,402
2212 | 2020,Jul,CC302,1000000,Product Sales,Revenue,132.483
2213 | 2020,Jul,CC302,1000001,Licensing Revenue,Revenue,413.609
2214 | 2020,Jul,CC302,1000002,Service Revenue,Revenue,155.091
2215 | 2020,Jul,CC302,1000004,Fee Revenue,Revenue,546.15
2216 | 2020,Jul,CC302,2000000,Cost of Good Sold,Expense,100.305
2217 | 2020,Jul,CC302,2000001,Staff Expenses,Expense,39.721
2218 | 2020,Jul,CC302,2000002,Technology Expenses,Expense,22.024
2219 | 2020,Jul,CC302,2000003,Property Expenses,Expense,40.749
2220 | 2020,Jul,CC302,2000005,Purchases,Expense,91.556
2221 | 2020,Jul,CC302,3000000,Cash at Bank,Asset,-252.103
2222 | 2020,Jul,CC302,3000001,Inventory,Asset,805.658
2223 | 2020,Jul,CC302,3000002,Accounts Receivable,Asset,171.316
2224 | 2020,Jul,CC302,4000001,Accounts Payable,Liability,-806
2225 | 2020,Aug,CC100,1000000,Product Sales,Revenue,277.687
2226 | 2020,Aug,CC100,1000001,Licensing Revenue,Revenue,447.39
2227 | 2020,Aug,CC100,1000002,Service Revenue,Revenue,876.056
2228 | 2020,Aug,CC100,1000004,Fee Revenue,Revenue,615.728
2229 | 2020,Aug,CC100,2000000,Cost of Good Sold,Expense,182.672
2230 | 2020,Aug,CC100,2000001,Staff Expenses,Expense,530.241
2231 | 2020,Aug,CC100,2000002,Technology Expenses,Expense,409.199
2232 | 2020,Aug,CC100,2000003,Property Expenses,Expense,304.601
2233 | 2020,Aug,CC100,2000005,Purchases,Expense,268.731
2234 | 2020,Aug,CC100,3000000,Cash at Bank,Asset,-108.618
2235 | 2020,Aug,CC100,3000001,Inventory,Asset,763.414
2236 | 2020,Aug,CC100,3000002,Accounts Receivable,Asset,578.719
2237 | 2020,Aug,CC100,4000001,Accounts Payable,Liability,-198
2238 | 2020,Aug,CC101,1000000,Product Sales,Revenue,310.656
2239 | 2020,Aug,CC101,1000001,Licensing Revenue,Revenue,190.8
2240 | 2020,Aug,CC101,1000002,Service Revenue,Revenue,870.404
2241 | 2020,Aug,CC101,1000004,Fee Revenue,Revenue,719.822
2242 | 2020,Aug,CC101,2000000,Cost of Good Sold,Expense,269.925
2243 | 2020,Aug,CC101,2000001,Staff Expenses,Expense,560.251
2244 | 2020,Aug,CC101,2000002,Technology Expenses,Expense,365.498
2245 | 2020,Aug,CC101,2000003,Property Expenses,Expense,418.78
2246 | 2020,Aug,CC101,2000005,Purchases,Expense,93.088
2247 | 2020,Aug,CC101,3000000,Cash at Bank,Asset,502.788
2248 | 2020,Aug,CC101,3000001,Inventory,Asset,665.989
2249 | 2020,Aug,CC101,3000002,Accounts Receivable,Asset,250.089
2250 | 2020,Aug,CC101,4000001,Accounts Payable,Liability,594
2251 | 2020,Aug,CC102,1000000,Product Sales,Revenue,471.828
2252 | 2020,Aug,CC102,1000001,Licensing Revenue,Revenue,133.934
2253 | 2020,Aug,CC102,1000002,Service Revenue,Revenue,409.922
2254 | 2020,Aug,CC102,1000004,Fee Revenue,Revenue,778.14
2255 | 2020,Aug,CC102,2000000,Cost of Good Sold,Expense,354.619
2256 | 2020,Aug,CC102,2000001,Staff Expenses,Expense,304.71
2257 | 2020,Aug,CC102,2000002,Technology Expenses,Expense,192.195
2258 | 2020,Aug,CC102,2000003,Property Expenses,Expense,301.568
2259 | 2020,Aug,CC102,2000005,Purchases,Expense,290.319
2260 | 2020,Aug,CC102,3000000,Cash at Bank,Asset,-685.357
2261 | 2020,Aug,CC102,3000001,Inventory,Asset,676.657
2262 | 2020,Aug,CC102,3000002,Accounts Receivable,Asset,246.46
2263 | 2020,Aug,CC102,4000001,Accounts Payable,Liability,-1002
2264 | 2020,Aug,CC200,1000000,Product Sales,Revenue,1095.023
2265 | 2020,Aug,CC200,1000001,Licensing Revenue,Revenue,70.718
2266 | 2020,Aug,CC200,1000002,Service Revenue,Revenue,556.092
2267 | 2020,Aug,CC200,1000004,Fee Revenue,Revenue,903.044
2268 | 2020,Aug,CC200,2000000,Cost of Good Sold,Expense,835.066
2269 | 2020,Aug,CC200,2000001,Staff Expenses,Expense,277.819
2270 | 2020,Aug,CC200,2000002,Technology Expenses,Expense,351.307
2271 | 2020,Aug,CC200,2000003,Property Expenses,Expense,298.664
2272 | 2020,Aug,CC200,2000005,Purchases,Expense,792.678
2273 | 2020,Aug,CC200,3000000,Cash at Bank,Asset,-991.13
2274 | 2020,Aug,CC200,3000001,Inventory,Asset,636.47
2275 | 2020,Aug,CC200,3000002,Accounts Receivable,Asset,225.888
2276 | 2020,Aug,CC200,4000001,Accounts Payable,Liability,-800
2277 | 2020,Aug,CC201,1000000,Product Sales,Revenue,1187.589
2278 | 2020,Aug,CC201,1000001,Licensing Revenue,Revenue,322.047
2279 | 2020,Aug,CC201,1000002,Service Revenue,Revenue,1315.563
2280 | 2020,Aug,CC201,1000004,Fee Revenue,Revenue,785.889
2281 | 2020,Aug,CC201,2000000,Cost of Good Sold,Expense,916.986
2282 | 2020,Aug,CC201,2000001,Staff Expenses,Expense,898.159
2283 | 2020,Aug,CC201,2000002,Technology Expenses,Expense,596.331
2284 | 2020,Aug,CC201,2000003,Property Expenses,Expense,652.088
2285 | 2020,Aug,CC201,2000005,Purchases,Expense,711.677
2286 | 2020,Aug,CC201,3000000,Cash at Bank,Asset,219.736
2287 | 2020,Aug,CC201,3000001,Inventory,Asset,673.099
2288 | 2020,Aug,CC201,3000002,Accounts Receivable,Asset,884.875
2289 | 2020,Aug,CC201,4000001,Accounts Payable,Liability,602
2290 | 2020,Aug,CC202,1000000,Product Sales,Revenue,844.253
2291 | 2020,Aug,CC202,1000001,Licensing Revenue,Revenue,441.402
2292 | 2020,Aug,CC202,1000002,Service Revenue,Revenue,810.288
2293 | 2020,Aug,CC202,1000004,Fee Revenue,Revenue,819.541
2294 | 2020,Aug,CC202,2000000,Cost of Good Sold,Expense,750.179
2295 | 2020,Aug,CC202,2000001,Staff Expenses,Expense,581.675
2296 | 2020,Aug,CC202,2000002,Technology Expenses,Expense,367.264
2297 | 2020,Aug,CC202,2000003,Property Expenses,Expense,429.679
2298 | 2020,Aug,CC202,2000005,Purchases,Expense,473.433
2299 | 2020,Aug,CC202,3000000,Cash at Bank,Asset,-882.352
2300 | 2020,Aug,CC202,3000001,Inventory,Asset,704.35
2301 | 2020,Aug,CC202,3000002,Accounts Receivable,Asset,658.467
2302 | 2020,Aug,CC202,4000001,Accounts Payable,Liability,-800
2303 | 2020,Aug,CC300,1000000,Product Sales,Revenue,640.485
2304 | 2020,Aug,CC300,1000001,Licensing Revenue,Revenue,364.401
2305 | 2020,Aug,CC300,1000002,Service Revenue,Revenue,1145.75
2306 | 2020,Aug,CC300,1000004,Fee Revenue,Revenue,924.254
2307 | 2020,Aug,CC300,2000000,Cost of Good Sold,Expense,443.961
2308 | 2020,Aug,CC300,2000001,Staff Expenses,Expense,679.191
2309 | 2020,Aug,CC300,2000002,Technology Expenses,Expense,503.162
2310 | 2020,Aug,CC300,2000003,Property Expenses,Expense,661.195
2311 | 2020,Aug,CC300,2000005,Purchases,Expense,399.234
2312 | 2020,Aug,CC300,3000000,Cash at Bank,Asset,1023.688
2313 | 2020,Aug,CC300,3000001,Inventory,Asset,828.346
2314 | 2020,Aug,CC300,3000002,Accounts Receivable,Asset,1031.763
2315 | 2020,Aug,CC300,4000001,Accounts Payable,Liability,0
2316 | 2020,Aug,CC301,1000000,Product Sales,Revenue,427.356
2317 | 2020,Aug,CC301,1000001,Licensing Revenue,Revenue,202.91
2318 | 2020,Aug,CC301,1000002,Service Revenue,Revenue,941.852
2319 | 2020,Aug,CC301,1000004,Fee Revenue,Revenue,337.89
2320 | 2020,Aug,CC301,2000000,Cost of Good Sold,Expense,252.447
2321 | 2020,Aug,CC301,2000001,Staff Expenses,Expense,494.243
2322 | 2020,Aug,CC301,2000002,Technology Expenses,Expense,401.792
2323 | 2020,Aug,CC301,2000003,Property Expenses,Expense,413.706
2324 | 2020,Aug,CC301,2000005,Purchases,Expense,386.255
2325 | 2020,Aug,CC301,3000000,Cash at Bank,Asset,530.434
2326 | 2020,Aug,CC301,3000001,Inventory,Asset,642.032
2327 | 2020,Aug,CC301,3000002,Accounts Receivable,Asset,301.213
2328 | 2020,Aug,CC301,4000001,Accounts Payable,Liability,598
2329 | 2020,Aug,CC302,1000000,Product Sales,Revenue,335.677
2330 | 2020,Aug,CC302,1000001,Licensing Revenue,Revenue,416.702
2331 | 2020,Aug,CC302,1000002,Service Revenue,Revenue,504.144
2332 | 2020,Aug,CC302,1000004,Fee Revenue,Revenue,457.983
2333 | 2020,Aug,CC302,2000000,Cost of Good Sold,Expense,72.66
2334 | 2020,Aug,CC302,2000001,Staff Expenses,Expense,271.308
2335 | 2020,Aug,CC302,2000002,Technology Expenses,Expense,236.519
2336 | 2020,Aug,CC302,2000003,Property Expenses,Expense,274.319
2337 | 2020,Aug,CC302,2000005,Purchases,Expense,66.248
2338 | 2020,Aug,CC302,3000000,Cash at Bank,Asset,-759.348
2339 | 2020,Aug,CC302,3000001,Inventory,Asset,800.75
2340 | 2020,Aug,CC302,3000002,Accounts Receivable,Asset,151.201
2341 | 2020,Aug,CC302,4000001,Accounts Payable,Liability,-1000
2342 | 2020,Sep,CC100,1000000,Product Sales,Revenue,845.94
2343 | 2020,Sep,CC100,1000001,Licensing Revenue,Revenue,220.996
2344 | 2020,Sep,CC100,1000002,Service Revenue,Revenue,603.65
2345 | 2020,Sep,CC100,1000004,Fee Revenue,Revenue,706.449
2346 | 2020,Sep,CC100,2000000,Cost of Good Sold,Expense,559.649
2347 | 2020,Sep,CC100,2000001,Staff Expenses,Expense,376.043
2348 | 2020,Sep,CC100,2000002,Technology Expenses,Expense,260.979
2349 | 2020,Sep,CC100,2000003,Property Expenses,Expense,367.17
2350 | 2020,Sep,CC100,2000005,Purchases,Expense,532.257
2351 | 2020,Sep,CC100,3000000,Cash at Bank,Asset,-555.59
2352 | 2020,Sep,CC100,3000001,Inventory,Asset,681.589
2353 | 2020,Sep,CC100,3000002,Accounts Receivable,Asset,215.753
2354 | 2020,Sep,CC100,4000001,Accounts Payable,Liability,-802
2355 | 2020,Sep,CC101,1000000,Product Sales,Revenue,673.565
2356 | 2020,Sep,CC101,1000001,Licensing Revenue,Revenue,115.517
2357 | 2020,Sep,CC101,1000002,Service Revenue,Revenue,543.494
2358 | 2020,Sep,CC101,1000004,Fee Revenue,Revenue,356.19
2359 | 2020,Sep,CC101,2000000,Cost of Good Sold,Expense,441.469
2360 | 2020,Sep,CC101,2000001,Staff Expenses,Expense,441.53
2361 | 2020,Sep,CC101,2000002,Technology Expenses,Expense,287.079
2362 | 2020,Sep,CC101,2000003,Property Expenses,Expense,343.19
2363 | 2020,Sep,CC101,2000005,Purchases,Expense,324.21
2364 | 2020,Sep,CC101,3000000,Cash at Bank,Asset,734.476
2365 | 2020,Sep,CC101,3000001,Inventory,Asset,624.685
2366 | 2020,Sep,CC101,3000002,Accounts Receivable,Asset,159.945
2367 | 2020,Sep,CC101,4000001,Accounts Payable,Liability,798
2368 | 2020,Sep,CC102,1000000,Product Sales,Revenue,1088.351
2369 | 2020,Sep,CC102,1000001,Licensing Revenue,Revenue,254.058
2370 | 2020,Sep,CC102,1000002,Service Revenue,Revenue,1839.723
2371 | 2020,Sep,CC102,1000004,Fee Revenue,Revenue,739.388
2372 | 2020,Sep,CC102,2000000,Cost of Good Sold,Expense,682.535
2373 | 2020,Sep,CC102,2000001,Staff Expenses,Expense,869.92
2374 | 2020,Sep,CC102,2000002,Technology Expenses,Expense,637.847
2375 | 2020,Sep,CC102,2000003,Property Expenses,Expense,972.299
2376 | 2020,Sep,CC102,2000005,Purchases,Expense,671.245
2377 | 2020,Sep,CC102,3000000,Cash at Bank,Asset,-61.263
2378 | 2020,Sep,CC102,3000001,Inventory,Asset,615
2379 | 2020,Sep,CC102,3000002,Accounts Receivable,Asset,811.679
2380 | 2020,Sep,CC102,4000001,Accounts Payable,Liability,594
2381 | 2020,Sep,CC200,1000000,Product Sales,Revenue,981.002
2382 | 2020,Sep,CC200,1000001,Licensing Revenue,Revenue,72.877
2383 | 2020,Sep,CC200,1000002,Service Revenue,Revenue,238.542
2384 | 2020,Sep,CC200,1000004,Fee Revenue,Revenue,751.412
2385 | 2020,Sep,CC200,2000000,Cost of Good Sold,Expense,666.685
2386 | 2020,Sep,CC200,2000001,Staff Expenses,Expense,228.757
2387 | 2020,Sep,CC200,2000002,Technology Expenses,Expense,93.362
2388 | 2020,Sep,CC200,2000003,Property Expenses,Expense,473.436
2389 | 2020,Sep,CC200,2000005,Purchases,Expense,652.54
2390 | 2020,Sep,CC200,3000000,Cash at Bank,Asset,-111.18
2391 | 2020,Sep,CC200,3000001,Inventory,Asset,603.727
2392 | 2020,Sep,CC200,3000002,Accounts Receivable,Asset,533.987
2393 | 2020,Sep,CC200,4000001,Accounts Payable,Liability,-594
2394 | 2020,Sep,CC201,1000000,Product Sales,Revenue,1364.293
2395 | 2020,Sep,CC201,1000001,Licensing Revenue,Revenue,145.761
2396 | 2020,Sep,CC201,1000002,Service Revenue,Revenue,1700.234
2397 | 2020,Sep,CC201,1000004,Fee Revenue,Revenue,506.188
2398 | 2020,Sep,CC201,2000000,Cost of Good Sold,Expense,376.029
2399 | 2020,Sep,CC201,2000001,Staff Expenses,Expense,995.471
2400 | 2020,Sep,CC201,2000002,Technology Expenses,Expense,686.938
2401 | 2020,Sep,CC201,2000003,Property Expenses,Expense,799.718
2402 | 2020,Sep,CC201,2000005,Purchases,Expense,317.837
2403 | 2020,Sep,CC201,3000000,Cash at Bank,Asset,-352.244
2404 | 2020,Sep,CC201,3000001,Inventory,Asset,625.124
2405 | 2020,Sep,CC201,3000002,Accounts Receivable,Asset,934.542
2406 | 2020,Sep,CC201,4000001,Accounts Payable,Liability,602
2407 | 2020,Sep,CC202,1000000,Product Sales,Revenue,1176.977
2408 | 2020,Sep,CC202,1000001,Licensing Revenue,Revenue,179.46
2409 | 2020,Sep,CC202,1000002,Service Revenue,Revenue,882.192
2410 | 2020,Sep,CC202,1000004,Fee Revenue,Revenue,224.443
2411 | 2020,Sep,CC202,2000000,Cost of Good Sold,Expense,661.929
2412 | 2020,Sep,CC202,2000001,Staff Expenses,Expense,514.467
2413 | 2020,Sep,CC202,2000002,Technology Expenses,Expense,355.584
2414 | 2020,Sep,CC202,2000003,Property Expenses,Expense,475.298
2415 | 2020,Sep,CC202,2000005,Purchases,Expense,680.877
2416 | 2020,Sep,CC202,3000000,Cash at Bank,Asset,100.764
2417 | 2020,Sep,CC202,3000001,Inventory,Asset,621.881
2418 | 2020,Sep,CC202,3000002,Accounts Receivable,Asset,229.032
2419 | 2020,Sep,CC202,4000001,Accounts Payable,Liability,1006
2420 | 2020,Sep,CC300,1000000,Product Sales,Revenue,34.455
2421 | 2020,Sep,CC300,1000001,Licensing Revenue,Revenue,142.286
2422 | 2020,Sep,CC300,1000002,Service Revenue,Revenue,288.394
2423 | 2020,Sep,CC300,1000004,Fee Revenue,Revenue,21.192
2424 | 2020,Sep,CC300,2000000,Cost of Good Sold,Expense,18.751
2425 | 2020,Sep,CC300,2000001,Staff Expenses,Expense,47.596
2426 | 2020,Sep,CC300,2000002,Technology Expenses,Expense,121.691
2427 | 2020,Sep,CC300,2000003,Property Expenses,Expense,41.283
2428 | 2020,Sep,CC300,2000005,Purchases,Expense,19.049
2429 | 2020,Sep,CC300,3000000,Cash at Bank,Asset,-906.942
2430 | 2020,Sep,CC300,3000001,Inventory,Asset,826.381
2431 | 2020,Sep,CC300,3000002,Accounts Receivable,Asset,225.904
2432 | 2020,Sep,CC300,4000001,Accounts Payable,Liability,-1008
2433 | 2020,Sep,CC301,1000000,Product Sales,Revenue,969.674
2434 | 2020,Sep,CC301,1000001,Licensing Revenue,Revenue,109.058
2435 | 2020,Sep,CC301,1000002,Service Revenue,Revenue,726.634
2436 | 2020,Sep,CC301,1000004,Fee Revenue,Revenue,589.047
2437 | 2020,Sep,CC301,2000000,Cost of Good Sold,Expense,634.556
2438 | 2020,Sep,CC301,2000001,Staff Expenses,Expense,421.247
2439 | 2020,Sep,CC301,2000002,Technology Expenses,Expense,311.207
2440 | 2020,Sep,CC301,2000003,Property Expenses,Expense,380.293
2441 | 2020,Sep,CC301,2000005,Purchases,Expense,561.95
2442 | 2020,Sep,CC301,3000000,Cash at Bank,Asset,595.661
2443 | 2020,Sep,CC301,3000001,Inventory,Asset,584.537
2444 | 2020,Sep,CC301,3000002,Accounts Receivable,Asset,283.021
2445 | 2020,Sep,CC301,4000001,Accounts Payable,Liability,998
2446 | 2020,Sep,CC302,1000000,Product Sales,Revenue,868.293
2447 | 2020,Sep,CC302,1000001,Licensing Revenue,Revenue,212.108
2448 | 2020,Sep,CC302,1000002,Service Revenue,Revenue,624.296
2449 | 2020,Sep,CC302,1000004,Fee Revenue,Revenue,315.798
2450 | 2020,Sep,CC302,2000000,Cost of Good Sold,Expense,581.379
2451 | 2020,Sep,CC302,2000001,Staff Expenses,Expense,397.966
2452 | 2020,Sep,CC302,2000002,Technology Expenses,Expense,332.765
2453 | 2020,Sep,CC302,2000003,Property Expenses,Expense,424.236
2454 | 2020,Sep,CC302,2000005,Purchases,Expense,556.017
2455 | 2020,Sep,CC302,3000000,Cash at Bank,Asset,329.812
2456 | 2020,Sep,CC302,3000001,Inventory,Asset,710.84
2457 | 2020,Sep,CC302,3000002,Accounts Receivable,Asset,274.953
2458 | 2020,Sep,CC302,4000001,Accounts Payable,Liability,388
2459 | 2020,Oct,CC100,1000000,Product Sales,Revenue,474.61
2460 | 2020,Oct,CC100,1000001,Licensing Revenue,Revenue,32.246
2461 | 2020,Oct,CC100,1000002,Service Revenue,Revenue,859.242
2462 | 2020,Oct,CC100,1000004,Fee Revenue,Revenue,519.545
2463 | 2020,Oct,CC100,2000000,Cost of Good Sold,Expense,220.316
2464 | 2020,Oct,CC100,2000001,Staff Expenses,Expense,558.443
2465 | 2020,Oct,CC100,2000002,Technology Expenses,Expense,372.802
2466 | 2020,Oct,CC100,2000003,Property Expenses,Expense,445.819
2467 | 2020,Oct,CC100,2000005,Purchases,Expense,223.587
2468 | 2020,Oct,CC100,3000000,Cash at Bank,Asset,283.965
2469 | 2020,Oct,CC100,3000001,Inventory,Asset,664.566
2470 | 2020,Oct,CC100,3000002,Accounts Receivable,Asset,458.007
2471 | 2020,Oct,CC100,4000001,Accounts Payable,Liability,1002
2472 | 2020,Oct,CC101,1000000,Product Sales,Revenue,647.321
2473 | 2020,Oct,CC101,1000001,Licensing Revenue,Revenue,14.862
2474 | 2020,Oct,CC101,1000002,Service Revenue,Revenue,1197.852
2475 | 2020,Oct,CC101,1000004,Fee Revenue,Revenue,998.533
2476 | 2020,Oct,CC101,2000000,Cost of Good Sold,Expense,222.004
2477 | 2020,Oct,CC101,2000001,Staff Expenses,Expense,801.463
2478 | 2020,Oct,CC101,2000002,Technology Expenses,Expense,547.28
2479 | 2020,Oct,CC101,2000003,Property Expenses,Expense,588.789
2480 | 2020,Oct,CC101,2000005,Purchases,Expense,148.668
2481 | 2020,Oct,CC101,3000000,Cash at Bank,Asset,911.11
2482 | 2020,Oct,CC101,3000001,Inventory,Asset,614.894
2483 | 2020,Oct,CC101,3000002,Accounts Receivable,Asset,375.654
2484 | 2020,Oct,CC101,4000001,Accounts Payable,Liability,1000
2485 | 2020,Oct,CC102,1000000,Product Sales,Revenue,771.681
2486 | 2020,Oct,CC102,1000001,Licensing Revenue,Revenue,87.329
2487 | 2020,Oct,CC102,1000002,Service Revenue,Revenue,361.687
2488 | 2020,Oct,CC102,1000004,Fee Revenue,Revenue,533.65
2489 | 2020,Oct,CC102,2000000,Cost of Good Sold,Expense,534.701
2490 | 2020,Oct,CC102,2000001,Staff Expenses,Expense,261.372
2491 | 2020,Oct,CC102,2000002,Technology Expenses,Expense,163.132
2492 | 2020,Oct,CC102,2000003,Property Expenses,Expense,192.303
2493 | 2020,Oct,CC102,2000005,Purchases,Expense,491.585
2494 | 2020,Oct,CC102,3000000,Cash at Bank,Asset,-965.567
2495 | 2020,Oct,CC102,3000001,Inventory,Asset,556.752
2496 | 2020,Oct,CC102,3000002,Accounts Receivable,Asset,362.893
2497 | 2020,Oct,CC102,4000001,Accounts Payable,Liability,-800
2498 | 2020,Oct,CC200,1000000,Product Sales,Revenue,1329.396
2499 | 2020,Oct,CC200,1000001,Licensing Revenue,Revenue,64.495
2500 | 2020,Oct,CC200,1000002,Service Revenue,Revenue,675.959
2501 | 2020,Oct,CC200,1000004,Fee Revenue,Revenue,529.527
2502 | 2020,Oct,CC200,2000000,Cost of Good Sold,Expense,926.656
2503 | 2020,Oct,CC200,2000001,Staff Expenses,Expense,371.176
2504 | 2020,Oct,CC200,2000002,Technology Expenses,Expense,250.442
2505 | 2020,Oct,CC200,2000003,Property Expenses,Expense,268.082
2506 | 2020,Oct,CC200,2000005,Purchases,Expense,796.395
2507 | 2020,Oct,CC200,3000000,Cash at Bank,Asset,382.409
2508 | 2020,Oct,CC200,3000001,Inventory,Asset,498.93
2509 | 2020,Oct,CC200,3000002,Accounts Receivable,Asset,553.094
2510 | 2020,Oct,CC200,4000001,Accounts Payable,Liability,1002
2511 | 2020,Oct,CC201,1000000,Product Sales,Revenue,1138.008
2512 | 2020,Oct,CC201,1000001,Licensing Revenue,Revenue,102.829
2513 | 2020,Oct,CC201,1000002,Service Revenue,Revenue,985.573
2514 | 2020,Oct,CC201,1000004,Fee Revenue,Revenue,317.826
2515 | 2020,Oct,CC201,2000000,Cost of Good Sold,Expense,819.396
2516 | 2020,Oct,CC201,2000001,Staff Expenses,Expense,586.717
2517 | 2020,Oct,CC201,2000002,Technology Expenses,Expense,392.565
2518 | 2020,Oct,CC201,2000003,Property Expenses,Expense,480.653
2519 | 2020,Oct,CC201,2000005,Purchases,Expense,704.58
2520 | 2020,Oct,CC201,3000000,Cash at Bank,Asset,-499.513
2521 | 2020,Oct,CC201,3000001,Inventory,Asset,556.089
2522 | 2020,Oct,CC201,3000002,Accounts Receivable,Asset,529.532
2523 | 2020,Oct,CC201,4000001,Accounts Payable,Liability,800
2524 | 2020,Oct,CC202,1000000,Product Sales,Revenue,1755.112
2525 | 2020,Oct,CC202,1000001,Licensing Revenue,Revenue,43.222
2526 | 2020,Oct,CC202,1000002,Service Revenue,Revenue,1170.94
2527 | 2020,Oct,CC202,1000004,Fee Revenue,Revenue,559.113
2528 | 2020,Oct,CC202,2000000,Cost of Good Sold,Expense,1151.681
2529 | 2020,Oct,CC202,2000001,Staff Expenses,Expense,753.595
2530 | 2020,Oct,CC202,2000002,Technology Expenses,Expense,533.656
2531 | 2020,Oct,CC202,2000003,Property Expenses,Expense,648.716
2532 | 2020,Oct,CC202,2000005,Purchases,Expense,1043.808
2533 | 2020,Oct,CC202,3000000,Cash at Bank,Asset,-280.429
2534 | 2020,Oct,CC202,3000001,Inventory,Asset,553.409
2535 | 2020,Oct,CC202,3000002,Accounts Receivable,Asset,8.177
2536 | 2020,Oct,CC202,4000001,Accounts Payable,Liability,806
2537 | 2020,Oct,CC300,1000000,Product Sales,Revenue,731.747
2538 | 2020,Oct,CC300,1000001,Licensing Revenue,Revenue,231.689
2539 | 2020,Oct,CC300,1000002,Service Revenue,Revenue,760.031
2540 | 2020,Oct,CC300,1000004,Fee Revenue,Revenue,1016.985
2541 | 2020,Oct,CC300,2000000,Cost of Good Sold,Expense,527.131
2542 | 2020,Oct,CC300,2000001,Staff Expenses,Expense,379.244
2543 | 2020,Oct,CC300,2000002,Technology Expenses,Expense,252.657
2544 | 2020,Oct,CC300,2000003,Property Expenses,Expense,272.02
2545 | 2020,Oct,CC300,2000005,Purchases,Expense,485.598
2546 | 2020,Oct,CC300,3000000,Cash at Bank,Asset,-517.716
2547 | 2020,Oct,CC300,3000001,Inventory,Asset,767.705
2548 | 2020,Oct,CC300,3000002,Accounts Receivable,Asset,570.228
2549 | 2020,Oct,CC300,4000001,Accounts Payable,Liability,-198
2550 | 2020,Oct,CC301,1000000,Product Sales,Revenue,1018.287
2551 | 2020,Oct,CC301,1000001,Licensing Revenue,Revenue,247.523
2552 | 2020,Oct,CC301,1000002,Service Revenue,Revenue,1936.356
2553 | 2020,Oct,CC301,1000004,Fee Revenue,Revenue,596.614
2554 | 2020,Oct,CC301,2000000,Cost of Good Sold,Expense,510.911
2555 | 2020,Oct,CC301,2000001,Staff Expenses,Expense,877.477
2556 | 2020,Oct,CC301,2000002,Technology Expenses,Expense,670.462
2557 | 2020,Oct,CC301,2000003,Property Expenses,Expense,593.04
2558 | 2020,Oct,CC301,2000005,Purchases,Expense,442.599
2559 | 2020,Oct,CC301,3000000,Cash at Bank,Asset,-47.654
2560 | 2020,Oct,CC301,3000001,Inventory,Asset,533.606
2561 | 2020,Oct,CC301,3000002,Accounts Receivable,Asset,626.553
2562 | 2020,Oct,CC301,4000001,Accounts Payable,Liability,1004
2563 | 2020,Oct,CC302,1000000,Product Sales,Revenue,236.937
2564 | 2020,Oct,CC302,1000001,Licensing Revenue,Revenue,14.436
2565 | 2020,Oct,CC302,1000002,Service Revenue,Revenue,110.386
2566 | 2020,Oct,CC302,1000004,Fee Revenue,Revenue,294.713
2567 | 2020,Oct,CC302,2000000,Cost of Good Sold,Expense,16.104
2568 | 2020,Oct,CC302,2000001,Staff Expenses,Expense,52.978
2569 | 2020,Oct,CC302,2000002,Technology Expenses,Expense,103.534
2570 | 2020,Oct,CC302,2000003,Property Expenses,Expense,40.825
2571 | 2020,Oct,CC302,2000005,Purchases,Expense,14.758
2572 | 2020,Oct,CC302,3000000,Cash at Bank,Asset,-756.959
2573 | 2020,Oct,CC302,3000001,Inventory,Asset,651.366
2574 | 2020,Oct,CC302,3000002,Accounts Receivable,Asset,161.749
2575 | 2020,Oct,CC302,4000001,Accounts Payable,Liability,-608
2576 | 2020,Nov,CC100,1000000,Product Sales,Revenue,1730.23
2577 | 2020,Nov,CC100,1000001,Licensing Revenue,Revenue,342.76
2578 | 2020,Nov,CC100,1000002,Service Revenue,Revenue,621.445
2579 | 2020,Nov,CC100,1000004,Fee Revenue,Revenue,348.606
2580 | 2020,Nov,CC100,2000000,Cost of Good Sold,Expense,1188.948
2581 | 2020,Nov,CC100,2000001,Staff Expenses,Expense,428.304
2582 | 2020,Nov,CC100,2000002,Technology Expenses,Expense,440.729
2583 | 2020,Nov,CC100,2000003,Property Expenses,Expense,614.561
2584 | 2020,Nov,CC100,2000005,Purchases,Expense,1037.681
2585 | 2020,Nov,CC100,3000000,Cash at Bank,Asset,326.203
2586 | 2020,Nov,CC100,3000001,Inventory,Asset,563.069
2587 | 2020,Nov,CC100,3000002,Accounts Receivable,Asset,378.539
2588 | 2020,Nov,CC100,4000001,Accounts Payable,Liability,598
2589 | 2020,Nov,CC101,1000000,Product Sales,Revenue,936.297
2590 | 2020,Nov,CC101,1000001,Licensing Revenue,Revenue,810.93
2591 | 2020,Nov,CC101,1000002,Service Revenue,Revenue,1401.322
2592 | 2020,Nov,CC101,1000004,Fee Revenue,Revenue,919.979
2593 | 2020,Nov,CC101,2000000,Cost of Good Sold,Expense,701.262
2594 | 2020,Nov,CC101,2000001,Staff Expenses,Expense,580.637
2595 | 2020,Nov,CC101,2000002,Technology Expenses,Expense,607.191
2596 | 2020,Nov,CC101,2000003,Property Expenses,Expense,747.835
2597 | 2020,Nov,CC101,2000005,Purchases,Expense,659.005
2598 | 2020,Nov,CC101,3000000,Cash at Bank,Asset,579.178
2599 | 2020,Nov,CC101,3000001,Inventory,Asset,542.236
2600 | 2020,Nov,CC101,3000002,Accounts Receivable,Asset,62.638
2601 | 2020,Nov,CC101,4000001,Accounts Payable,Liability,-602
2602 | 2020,Nov,CC102,1000000,Product Sales,Revenue,871.249
2603 | 2020,Nov,CC102,1000001,Licensing Revenue,Revenue,781.373
2604 | 2020,Nov,CC102,1000002,Service Revenue,Revenue,685.336
2605 | 2020,Nov,CC102,1000004,Fee Revenue,Revenue,509.497
2606 | 2020,Nov,CC102,2000000,Cost of Good Sold,Expense,612.111
2607 | 2020,Nov,CC102,2000001,Staff Expenses,Expense,482.02
2608 | 2020,Nov,CC102,2000002,Technology Expenses,Expense,370.803
2609 | 2020,Nov,CC102,2000003,Property Expenses,Expense,432.437
2610 | 2020,Nov,CC102,2000005,Purchases,Expense,514.93
2611 | 2020,Nov,CC102,3000000,Cash at Bank,Asset,-155.508
2612 | 2020,Nov,CC102,3000001,Inventory,Asset,505.919
2613 | 2020,Nov,CC102,3000002,Accounts Receivable,Asset,155.65
2614 | 2020,Nov,CC102,4000001,Accounts Payable,Liability,-800
2615 | 2020,Nov,CC200,1000000,Product Sales,Revenue,435.04
2616 | 2020,Nov,CC200,1000001,Licensing Revenue,Revenue,589.844
2617 | 2020,Nov,CC200,1000002,Service Revenue,Revenue,555.41
2618 | 2020,Nov,CC200,1000004,Fee Revenue,Revenue,703.832
2619 | 2020,Nov,CC200,2000000,Cost of Good Sold,Expense,249.759
2620 | 2020,Nov,CC200,2000001,Staff Expenses,Expense,306.869
2621 | 2020,Nov,CC200,2000002,Technology Expenses,Expense,288.656
2622 | 2020,Nov,CC200,2000003,Property Expenses,Expense,197.386
2623 | 2020,Nov,CC200,2000005,Purchases,Expense,232.499
2624 | 2020,Nov,CC200,3000000,Cash at Bank,Asset,57.04
2625 | 2020,Nov,CC200,3000001,Inventory,Asset,478.96
2626 | 2020,Nov,CC200,3000002,Accounts Receivable,Asset,315.197
2627 | 2020,Nov,CC200,4000001,Accounts Payable,Liability,-602
2628 | 2020,Nov,CC201,1000000,Product Sales,Revenue,1544.142
2629 | 2020,Nov,CC201,1000001,Licensing Revenue,Revenue,572.907
2630 | 2020,Nov,CC201,1000002,Service Revenue,Revenue,634.999
2631 | 2020,Nov,CC201,1000004,Fee Revenue,Revenue,604.593
2632 | 2020,Nov,CC201,2000000,Cost of Good Sold,Expense,800.711
2633 | 2020,Nov,CC201,2000001,Staff Expenses,Expense,250.356
2634 | 2020,Nov,CC201,2000002,Technology Expenses,Expense,335.053
2635 | 2020,Nov,CC201,2000003,Property Expenses,Expense,331.446
2636 | 2020,Nov,CC201,2000005,Purchases,Expense,926.759
2637 | 2020,Nov,CC201,3000000,Cash at Bank,Asset,867.148
2638 | 2020,Nov,CC201,3000001,Inventory,Asset,487.979
2639 | 2020,Nov,CC201,3000002,Accounts Receivable,Asset,712.338
2640 | 2020,Nov,CC201,4000001,Accounts Payable,Liability,800
2641 | 2020,Nov,CC202,1000000,Product Sales,Revenue,1228.154
2642 | 2020,Nov,CC202,1000001,Licensing Revenue,Revenue,614.488
2643 | 2020,Nov,CC202,1000002,Service Revenue,Revenue,796.874
2644 | 2020,Nov,CC202,1000004,Fee Revenue,Revenue,840.728
2645 | 2020,Nov,CC202,2000000,Cost of Good Sold,Expense,1071.793
2646 | 2020,Nov,CC202,2000001,Staff Expenses,Expense,499.792
2647 | 2020,Nov,CC202,2000002,Technology Expenses,Expense,404.736
2648 | 2020,Nov,CC202,2000003,Property Expenses,Expense,500.137
2649 | 2020,Nov,CC202,2000005,Purchases,Expense,876.519
2650 | 2020,Nov,CC202,3000000,Cash at Bank,Asset,636.512
2651 | 2020,Nov,CC202,3000001,Inventory,Asset,410.108
2652 | 2020,Nov,CC202,3000002,Accounts Receivable,Asset,296.323
2653 | 2020,Nov,CC202,4000001,Accounts Payable,Liability,598
2654 | 2020,Nov,CC300,1000000,Product Sales,Revenue,1384.208
2655 | 2020,Nov,CC300,1000001,Licensing Revenue,Revenue,562.232
2656 | 2020,Nov,CC300,1000002,Service Revenue,Revenue,1298.182
2657 | 2020,Nov,CC300,1000004,Fee Revenue,Revenue,294.124
2658 | 2020,Nov,CC300,2000000,Cost of Good Sold,Expense,1004.131
2659 | 2020,Nov,CC300,2000001,Staff Expenses,Expense,893.79
2660 | 2020,Nov,CC300,2000002,Technology Expenses,Expense,557.102
2661 | 2020,Nov,CC300,2000003,Property Expenses,Expense,738.081
2662 | 2020,Nov,CC300,2000005,Purchases,Expense,900.53
2663 | 2020,Nov,CC300,3000000,Cash at Bank,Asset,1.67
2664 | 2020,Nov,CC300,3000001,Inventory,Asset,662.951
2665 | 2020,Nov,CC300,3000002,Accounts Receivable,Asset,493.635
2666 | 2020,Nov,CC300,4000001,Accounts Payable,Liability,202
2667 | 2020,Nov,CC301,1000000,Product Sales,Revenue,1348.071
2668 | 2020,Nov,CC301,1000001,Licensing Revenue,Revenue,666.539
2669 | 2020,Nov,CC301,1000002,Service Revenue,Revenue,1606.256
2670 | 2020,Nov,CC301,1000004,Fee Revenue,Revenue,765.867
2671 | 2020,Nov,CC301,2000000,Cost of Good Sold,Expense,957.415
2672 | 2020,Nov,CC301,2000001,Staff Expenses,Expense,475.799
2673 | 2020,Nov,CC301,2000002,Technology Expenses,Expense,693.447
2674 | 2020,Nov,CC301,2000003,Property Expenses,Expense,755.593
2675 | 2020,Nov,CC301,2000005,Purchases,Expense,792.93
2676 | 2020,Nov,CC301,3000000,Cash at Bank,Asset,670.794
2677 | 2020,Nov,CC301,3000001,Inventory,Asset,453.264
2678 | 2020,Nov,CC301,3000002,Accounts Receivable,Asset,411.632
2679 | 2020,Nov,CC301,4000001,Accounts Payable,Liability,594
2680 | 2020,Nov,CC302,1000000,Product Sales,Revenue,661.715
2681 | 2020,Nov,CC302,1000001,Licensing Revenue,Revenue,907.151
2682 | 2020,Nov,CC302,1000002,Service Revenue,Revenue,273.546
2683 | 2020,Nov,CC302,1000004,Fee Revenue,Revenue,249.133
2684 | 2020,Nov,CC302,2000000,Cost of Good Sold,Expense,448.005
2685 | 2020,Nov,CC302,2000001,Staff Expenses,Expense,175.767
2686 | 2020,Nov,CC302,2000002,Technology Expenses,Expense,158.581
2687 | 2020,Nov,CC302,2000003,Property Expenses,Expense,255.37
2688 | 2020,Nov,CC302,2000005,Purchases,Expense,336.621
2689 | 2020,Nov,CC302,3000000,Cash at Bank,Asset,-500.226
2690 | 2020,Nov,CC302,3000001,Inventory,Asset,647.909
2691 | 2020,Nov,CC302,3000002,Accounts Receivable,Asset,172.604
2692 | 2020,Nov,CC302,4000001,Accounts Payable,Liability,-1010
2693 | 2020,Dec,CC100,1000000,Product Sales,Revenue,1294.876
2694 | 2020,Dec,CC100,1000001,Licensing Revenue,Revenue,727.108
2695 | 2020,Dec,CC100,1000002,Service Revenue,Revenue,1042.012
2696 | 2020,Dec,CC100,1000004,Fee Revenue,Revenue,428.346
2697 | 2020,Dec,CC100,2000000,Cost of Good Sold,Expense,840.673
2698 | 2020,Dec,CC100,2000001,Staff Expenses,Expense,643.849
2699 | 2020,Dec,CC100,2000002,Technology Expenses,Expense,461.763
2700 | 2020,Dec,CC100,2000003,Property Expenses,Expense,506.066
2701 | 2020,Dec,CC100,2000005,Purchases,Expense,780.704
2702 | 2020,Dec,CC100,3000000,Cash at Bank,Asset,732.029
2703 | 2020,Dec,CC100,3000001,Inventory,Asset,512.939
2704 | 2020,Dec,CC100,3000002,Accounts Receivable,Asset,670.675
2705 | 2020,Dec,CC100,4000001,Accounts Payable,Liability,1000
2706 | 2020,Dec,CC101,1000000,Product Sales,Revenue,627.82
2707 | 2020,Dec,CC101,1000001,Licensing Revenue,Revenue,1048.254
2708 | 2020,Dec,CC101,1000002,Service Revenue,Revenue,892.153
2709 | 2020,Dec,CC101,1000004,Fee Revenue,Revenue,610.384
2710 | 2020,Dec,CC101,2000000,Cost of Good Sold,Expense,212.51
2711 | 2020,Dec,CC101,2000001,Staff Expenses,Expense,662.193
2712 | 2020,Dec,CC101,2000002,Technology Expenses,Expense,423.421
2713 | 2020,Dec,CC101,2000003,Property Expenses,Expense,558.2
2714 | 2020,Dec,CC101,2000005,Purchases,Expense,416.012
2715 | 2020,Dec,CC101,3000000,Cash at Bank,Asset,-187.603
2716 | 2020,Dec,CC101,3000001,Inventory,Asset,562.584
2717 | 2020,Dec,CC101,3000002,Accounts Receivable,Asset,295.68
2718 | 2020,Dec,CC101,4000001,Accounts Payable,Liability,-798
2719 | 2020,Dec,CC102,1000000,Product Sales,Revenue,1076.596
2720 | 2020,Dec,CC102,1000001,Licensing Revenue,Revenue,566.326
2721 | 2020,Dec,CC102,1000002,Service Revenue,Revenue,679.345
2722 | 2020,Dec,CC102,1000004,Fee Revenue,Revenue,541.647
2723 | 2020,Dec,CC102,2000000,Cost of Good Sold,Expense,647.924
2724 | 2020,Dec,CC102,2000001,Staff Expenses,Expense,499.677
2725 | 2020,Dec,CC102,2000002,Technology Expenses,Expense,333.71
2726 | 2020,Dec,CC102,2000003,Property Expenses,Expense,415.551
2727 | 2020,Dec,CC102,2000005,Purchases,Expense,650.754
2728 | 2020,Dec,CC102,3000000,Cash at Bank,Asset,256.839
2729 | 2020,Dec,CC102,3000001,Inventory,Asset,456.158
2730 | 2020,Dec,CC102,3000002,Accounts Receivable,Asset,396.575
2731 | 2020,Dec,CC102,4000001,Accounts Payable,Liability,802
2732 | 2020,Dec,CC200,1000000,Product Sales,Revenue,1577.437
2733 | 2020,Dec,CC200,1000001,Licensing Revenue,Revenue,1996.304
2734 | 2020,Dec,CC200,1000002,Service Revenue,Revenue,445.781
2735 | 2020,Dec,CC200,1000004,Fee Revenue,Revenue,293.842
2736 | 2020,Dec,CC200,2000000,Cost of Good Sold,Expense,537.536
2737 | 2020,Dec,CC200,2000001,Staff Expenses,Expense,131.79
2738 | 2020,Dec,CC200,2000002,Technology Expenses,Expense,254.687
2739 | 2020,Dec,CC200,2000003,Property Expenses,Expense,115.255
2740 | 2020,Dec,CC200,2000005,Purchases,Expense,779.837
2741 | 2020,Dec,CC200,3000000,Cash at Bank,Asset,630.035
2742 | 2020,Dec,CC200,3000001,Inventory,Asset,397.463
2743 | 2020,Dec,CC200,3000002,Accounts Receivable,Asset,348.073
2744 | 2020,Dec,CC200,4000001,Accounts Payable,Liability,-802
2745 | 2020,Dec,CC201,1000000,Product Sales,Revenue,1244.506
2746 | 2020,Dec,CC201,1000001,Licensing Revenue,Revenue,769.384
2747 | 2020,Dec,CC201,1000002,Service Revenue,Revenue,993.322
2748 | 2020,Dec,CC201,1000004,Fee Revenue,Revenue,41.591
2749 | 2020,Dec,CC201,2000000,Cost of Good Sold,Expense,729.439
2750 | 2020,Dec,CC201,2000001,Staff Expenses,Expense,698.023
2751 | 2020,Dec,CC201,2000002,Technology Expenses,Expense,483.012
2752 | 2020,Dec,CC201,2000003,Property Expenses,Expense,588.94
2753 | 2020,Dec,CC201,2000005,Purchases,Expense,730.474
2754 | 2020,Dec,CC201,3000000,Cash at Bank,Asset,172.022
2755 | 2020,Dec,CC201,3000001,Inventory,Asset,442.194
2756 | 2020,Dec,CC201,3000002,Accounts Receivable,Asset,402.526
2757 | 2020,Dec,CC201,4000001,Accounts Payable,Liability,994
2758 | 2020,Dec,CC202,1000000,Product Sales,Revenue,1850.856
2759 | 2020,Dec,CC202,1000001,Licensing Revenue,Revenue,2176.439
2760 | 2020,Dec,CC202,1000002,Service Revenue,Revenue,756.359
2761 | 2020,Dec,CC202,1000004,Fee Revenue,Revenue,817.721
2762 | 2020,Dec,CC202,2000000,Cost of Good Sold,Expense,1304.833
2763 | 2020,Dec,CC202,2000001,Staff Expenses,Expense,492.049
2764 | 2020,Dec,CC202,2000002,Technology Expenses,Expense,382.62
2765 | 2020,Dec,CC202,2000003,Property Expenses,Expense,404.217
2766 | 2020,Dec,CC202,2000005,Purchases,Expense,1140.328
2767 | 2020,Dec,CC202,3000000,Cash at Bank,Asset,307.953
2768 | 2020,Dec,CC202,3000001,Inventory,Asset,292.293
2769 | 2020,Dec,CC202,3000002,Accounts Receivable,Asset,331.032
2770 | 2020,Dec,CC202,4000001,Accounts Payable,Liability,-1000
2771 | 2020,Dec,CC300,1000000,Product Sales,Revenue,1535.185
2772 | 2020,Dec,CC300,1000001,Licensing Revenue,Revenue,1241.007
2773 | 2020,Dec,CC300,1000002,Service Revenue,Revenue,934.054
2774 | 2020,Dec,CC300,1000004,Fee Revenue,Revenue,331.276
2775 | 2020,Dec,CC300,2000000,Cost of Good Sold,Expense,1055.141
2776 | 2020,Dec,CC300,2000001,Staff Expenses,Expense,608.637
2777 | 2020,Dec,CC300,2000002,Technology Expenses,Expense,383.167
2778 | 2020,Dec,CC300,2000003,Property Expenses,Expense,505.264
2779 | 2020,Dec,CC300,2000005,Purchases,Expense,956.35
2780 | 2020,Dec,CC300,3000000,Cash at Bank,Asset,-665.775
2781 | 2020,Dec,CC300,3000001,Inventory,Asset,607.39
2782 | 2020,Dec,CC300,3000002,Accounts Receivable,Asset,650.864
2783 | 2020,Dec,CC300,4000001,Accounts Payable,Liability,-802
2784 | 2020,Dec,CC301,1000000,Product Sales,Revenue,1248.39
2785 | 2020,Dec,CC301,1000001,Licensing Revenue,Revenue,1096.029
2786 | 2020,Dec,CC301,1000002,Service Revenue,Revenue,603.587
2787 | 2020,Dec,CC301,1000004,Fee Revenue,Revenue,361.18
2788 | 2020,Dec,CC301,2000000,Cost of Good Sold,Expense,783.489
2789 | 2020,Dec,CC301,2000001,Staff Expenses,Expense,471.379
2790 | 2020,Dec,CC301,2000002,Technology Expenses,Expense,303.902
2791 | 2020,Dec,CC301,2000003,Property Expenses,Expense,295.119
2792 | 2020,Dec,CC301,2000005,Purchases,Expense,777.594
2793 | 2020,Dec,CC301,3000000,Cash at Bank,Asset,-429.897
2794 | 2020,Dec,CC301,3000001,Inventory,Asset,373.513
2795 | 2020,Dec,CC301,3000002,Accounts Receivable,Asset,326.555
2796 | 2020,Dec,CC301,4000001,Accounts Payable,Liability,-202
2797 | 2020,Dec,CC302,1000000,Product Sales,Revenue,1227.251
2798 | 2020,Dec,CC302,1000001,Licensing Revenue,Revenue,1215.782
2799 | 2020,Dec,CC302,1000002,Service Revenue,Revenue,946.343
2800 | 2020,Dec,CC302,1000004,Fee Revenue,Revenue,1020.545
2801 | 2020,Dec,CC302,2000000,Cost of Good Sold,Expense,662.876
2802 | 2020,Dec,CC302,2000001,Staff Expenses,Expense,703.485
2803 | 2020,Dec,CC302,2000002,Technology Expenses,Expense,402.706
2804 | 2020,Dec,CC302,2000003,Property Expenses,Expense,539.197
2805 | 2020,Dec,CC302,2000005,Purchases,Expense,677.198
2806 | 2020,Dec,CC302,3000000,Cash at Bank,Asset,-273.339
2807 | 2020,Dec,CC302,3000001,Inventory,Asset,535.525
2808 | 2020,Dec,CC302,3000002,Accounts Receivable,Asset,1198.846
2809 | 2020,Dec,CC302,4000001,Accounts Payable,Liability,-1004
2810 | 2021,Jan,CC100,1000000,Product Sales,Revenue,1950.654
2811 | 2021,Jan,CC100,1000001,Licensing Revenue,Revenue,642.106
2812 | 2021,Jan,CC100,1000002,Service Revenue,Revenue,732.413
2813 | 2021,Jan,CC100,1000004,Fee Revenue,Revenue,282.345
2814 | 2021,Jan,CC100,2000000,Cost of Good Sold,Expense,1168.209
2815 | 2021,Jan,CC100,2000001,Staff Expenses,Expense,477.62
2816 | 2021,Jan,CC100,2000002,Technology Expenses,Expense,329.237
2817 | 2021,Jan,CC100,2000003,Property Expenses,Expense,495.664
2818 | 2021,Jan,CC100,2000005,Purchases,Expense,1097.45
2819 | 2021,Jan,CC100,3000000,Cash at Bank,Asset,224.345
2820 | 2021,Jan,CC100,3000001,Inventory,Asset,1020
2821 | 2021,Jan,CC100,3000002,Accounts Receivable,Asset,529.645
2822 | 2021,Jan,CC100,4000001,Accounts Payable,Liability,808
2823 | 2021,Jan,CC101,1000000,Product Sales,Revenue,1641.686
2824 | 2021,Jan,CC101,1000001,Licensing Revenue,Revenue,402.216
2825 | 2021,Jan,CC101,1000002,Service Revenue,Revenue,535.239
2826 | 2021,Jan,CC101,1000004,Fee Revenue,Revenue,932.106
2827 | 2021,Jan,CC101,2000000,Cost of Good Sold,Expense,1732.329
2828 | 2021,Jan,CC101,2000001,Staff Expenses,Expense,781.699
2829 | 2021,Jan,CC101,2000002,Technology Expenses,Expense,333.737
2830 | 2021,Jan,CC101,2000003,Property Expenses,Expense,267.716
2831 | 2021,Jan,CC101,2000005,Purchases,Expense,1587.156
2832 | 2021,Jan,CC101,3000000,Cash at Bank,Asset,418.564
2833 | 2021,Jan,CC101,3000001,Inventory,Asset,1020
2834 | 2021,Jan,CC101,3000002,Accounts Receivable,Asset,485.568
2835 | 2021,Jan,CC101,4000001,Accounts Payable,Liability,204
2836 | 2021,Jan,CC102,1000000,Product Sales,Revenue,453.465
2837 | 2021,Jan,CC102,1000001,Licensing Revenue,Revenue,605.328
2838 | 2021,Jan,CC102,1000002,Service Revenue,Revenue,1013.099
2839 | 2021,Jan,CC102,1000004,Fee Revenue,Revenue,797.026
2840 | 2021,Jan,CC102,2000000,Cost of Good Sold,Expense,180.361
2841 | 2021,Jan,CC102,2000001,Staff Expenses,Expense,466.366
2842 | 2021,Jan,CC102,2000002,Technology Expenses,Expense,425.98
2843 | 2021,Jan,CC102,2000003,Property Expenses,Expense,482.238
2844 | 2021,Jan,CC102,2000005,Purchases,Expense,87.526
2845 | 2021,Jan,CC102,3000000,Cash at Bank,Asset,-319.533
2846 | 2021,Jan,CC102,3000001,Inventory,Asset,1020
2847 | 2021,Jan,CC102,3000002,Accounts Receivable,Asset,100.685
2848 | 2021,Jan,CC102,4000001,Accounts Payable,Liability,-1016
2849 | 2021,Jan,CC200,1000000,Product Sales,Revenue,937.94
2850 | 2021,Jan,CC200,1000001,Licensing Revenue,Revenue,616.135
2851 | 2021,Jan,CC200,1000002,Service Revenue,Revenue,1626.558
2852 | 2021,Jan,CC200,1000004,Fee Revenue,Revenue,482.019
2853 | 2021,Jan,CC200,2000000,Cost of Good Sold,Expense,767.925
2854 | 2021,Jan,CC200,2000001,Staff Expenses,Expense,696.423
2855 | 2021,Jan,CC200,2000002,Technology Expenses,Expense,748.966
2856 | 2021,Jan,CC200,2000003,Property Expenses,Expense,693.153
2857 | 2021,Jan,CC200,2000005,Purchases,Expense,553.701
2858 | 2021,Jan,CC200,3000000,Cash at Bank,Asset,418.937
2859 | 2021,Jan,CC200,3000001,Inventory,Asset,1016
2860 | 2021,Jan,CC200,3000002,Accounts Receivable,Asset,219.431
2861 | 2021,Jan,CC200,4000001,Accounts Payable,Liability,1020
2862 | 2021,Jan,CC201,1000000,Product Sales,Revenue,2310.807
2863 | 2021,Jan,CC201,1000001,Licensing Revenue,Revenue,301.074
2864 | 2021,Jan,CC201,1000002,Service Revenue,Revenue,1292.606
2865 | 2021,Jan,CC201,1000004,Fee Revenue,Revenue,896.21
2866 | 2021,Jan,CC201,2000000,Cost of Good Sold,Expense,1341.083
2867 | 2021,Jan,CC201,2000001,Staff Expenses,Expense,851.354
2868 | 2021,Jan,CC201,2000002,Technology Expenses,Expense,551.144
2869 | 2021,Jan,CC201,2000003,Property Expenses,Expense,647.314
2870 | 2021,Jan,CC201,2000005,Purchases,Expense,952.779
2871 | 2021,Jan,CC201,3000000,Cash at Bank,Asset,-134.469
2872 | 2021,Jan,CC201,3000001,Inventory,Asset,1020
2873 | 2021,Jan,CC201,3000002,Accounts Receivable,Asset,832.599
2874 | 2021,Jan,CC201,4000001,Accounts Payable,Liability,816
2875 | 2021,Jan,CC202,1000000,Product Sales,Revenue,999.209
2876 | 2021,Jan,CC202,1000001,Licensing Revenue,Revenue,742.186
2877 | 2021,Jan,CC202,1000002,Service Revenue,Revenue,431.952
2878 | 2021,Jan,CC202,1000004,Fee Revenue,Revenue,108.89
2879 | 2021,Jan,CC202,2000000,Cost of Good Sold,Expense,734.168
2880 | 2021,Jan,CC202,2000001,Staff Expenses,Expense,228.95
2881 | 2021,Jan,CC202,2000002,Technology Expenses,Expense,93.734
2882 | 2021,Jan,CC202,2000003,Property Expenses,Expense,229.846
2883 | 2021,Jan,CC202,2000005,Purchases,Expense,325.346
2884 | 2021,Jan,CC202,3000000,Cash at Bank,Asset,-763.779
2885 | 2021,Jan,CC202,3000001,Inventory,Asset,1020
2886 | 2021,Jan,CC202,3000002,Accounts Receivable,Asset,315.155
2887 | 2021,Jan,CC202,4000001,Accounts Payable,Liability,-1020
2888 | 2021,Jan,CC300,1000000,Product Sales,Revenue,236.382
2889 | 2021,Jan,CC300,1000001,Licensing Revenue,Revenue,669.523
2890 | 2021,Jan,CC300,1000002,Service Revenue,Revenue,629.013
2891 | 2021,Jan,CC300,1000004,Fee Revenue,Revenue,75.741
2892 | 2021,Jan,CC300,2000000,Cost of Good Sold,Expense,228.314
2893 | 2021,Jan,CC300,2000001,Staff Expenses,Expense,503.297
2894 | 2021,Jan,CC300,2000002,Technology Expenses,Expense,221.366
2895 | 2021,Jan,CC300,2000003,Property Expenses,Expense,267.202
2896 | 2021,Jan,CC300,2000005,Purchases,Expense,89.046
2897 | 2021,Jan,CC300,3000000,Cash at Bank,Asset,-399.048
2898 | 2021,Jan,CC300,3000001,Inventory,Asset,1020
2899 | 2021,Jan,CC300,3000002,Accounts Receivable,Asset,33.403
2900 | 2021,Jan,CC300,4000001,Accounts Payable,Liability,-408
2901 | 2021,Jan,CC301,1000000,Product Sales,Revenue,78.376
2902 | 2021,Jan,CC301,1000001,Licensing Revenue,Revenue,724.343
2903 | 2021,Jan,CC301,1000002,Service Revenue,Revenue,1240.998
2904 | 2021,Jan,CC301,1000004,Fee Revenue,Revenue,717.88
2905 | 2021,Jan,CC301,2000000,Cost of Good Sold,Expense,316.252
2906 | 2021,Jan,CC301,2000001,Staff Expenses,Expense,895.669
2907 | 2021,Jan,CC301,2000002,Technology Expenses,Expense,588.425
2908 | 2021,Jan,CC301,2000003,Property Expenses,Expense,571.587
2909 | 2021,Jan,CC301,2000005,Purchases,Expense,140.5
2910 | 2021,Jan,CC301,3000000,Cash at Bank,Asset,-569.921
2911 | 2021,Jan,CC301,3000001,Inventory,Asset,1020
2912 | 2021,Jan,CC301,3000002,Accounts Receivable,Asset,439.038
2913 | 2021,Jan,CC301,4000001,Accounts Payable,Liability,-1018
2914 | 2021,Jan,CC302,1000000,Product Sales,Revenue,450.614
2915 | 2021,Jan,CC302,1000001,Licensing Revenue,Revenue,682.445
2916 | 2021,Jan,CC302,1000002,Service Revenue,Revenue,317.977
2917 | 2021,Jan,CC302,1000004,Fee Revenue,Revenue,526.727
2918 | 2021,Jan,CC302,2000000,Cost of Good Sold,Expense,301.95
2919 | 2021,Jan,CC302,2000001,Staff Expenses,Expense,194.775
2920 | 2021,Jan,CC302,2000002,Technology Expenses,Expense,164.646
2921 | 2021,Jan,CC302,2000003,Property Expenses,Expense,234.381
2922 | 2021,Jan,CC302,2000005,Purchases,Expense,279.503
2923 | 2021,Jan,CC302,3000000,Cash at Bank,Asset,-246.407
2924 | 2021,Jan,CC302,3000001,Inventory,Asset,1020
2925 | 2021,Jan,CC302,3000002,Accounts Receivable,Asset,300.072
2926 | 2021,Jan,CC302,4000001,Accounts Payable,Liability,-1020
2927 | 2021,Feb,CC100,1000000,Product Sales,Revenue,864.89
2928 | 2021,Feb,CC100,1000001,Licensing Revenue,Revenue,217.403
2929 | 2021,Feb,CC100,1000002,Service Revenue,Revenue,1102.987
2930 | 2021,Feb,CC100,1000004,Fee Revenue,Revenue,603.877
2931 | 2021,Feb,CC100,2000000,Cost of Good Sold,Expense,560.727
2932 | 2021,Feb,CC100,2000001,Staff Expenses,Expense,684.702
2933 | 2021,Feb,CC100,2000002,Technology Expenses,Expense,429.059
2934 | 2021,Feb,CC100,2000003,Property Expenses,Expense,481.6
2935 | 2021,Feb,CC100,2000005,Purchases,Expense,492.554
2936 | 2021,Feb,CC100,3000000,Cash at Bank,Asset,505.992
2937 | 2021,Feb,CC100,3000001,Inventory,Asset,965.403
2938 | 2021,Feb,CC100,3000002,Accounts Receivable,Asset,166.869
2939 | 2021,Feb,CC100,4000001,Accounts Payable,Liability,1012
2940 | 2021,Feb,CC101,1000000,Product Sales,Revenue,1752.648
2941 | 2021,Feb,CC101,1000001,Licensing Revenue,Revenue,741.54
2942 | 2021,Feb,CC101,1000002,Service Revenue,Revenue,603.574
2943 | 2021,Feb,CC101,1000004,Fee Revenue,Revenue,808.874
2944 | 2021,Feb,CC101,2000000,Cost of Good Sold,Expense,1113.201
2945 | 2021,Feb,CC101,2000001,Staff Expenses,Expense,659.93
2946 | 2021,Feb,CC101,2000002,Technology Expenses,Expense,280.624
2947 | 2021,Feb,CC101,2000003,Property Expenses,Expense,391.634
2948 | 2021,Feb,CC101,2000005,Purchases,Expense,967.237
2949 | 2021,Feb,CC101,3000000,Cash at Bank,Asset,-83.718
2950 | 2021,Feb,CC101,3000001,Inventory,Asset,902.982
2951 | 2021,Feb,CC101,3000002,Accounts Receivable,Asset,221.401
2952 | 2021,Feb,CC101,4000001,Accounts Payable,Liability,-1020
2953 | 2021,Feb,CC102,1000000,Product Sales,Revenue,300.905
2954 | 2021,Feb,CC102,1000001,Licensing Revenue,Revenue,1153.139
2955 | 2021,Feb,CC102,1000002,Service Revenue,Revenue,287.695
2956 | 2021,Feb,CC102,1000004,Fee Revenue,Revenue,247.231
2957 | 2021,Feb,CC102,2000000,Cost of Good Sold,Expense,314.539
2958 | 2021,Feb,CC102,2000001,Staff Expenses,Expense,210.993
2959 | 2021,Feb,CC102,2000002,Technology Expenses,Expense,147.405
2960 | 2021,Feb,CC102,2000003,Property Expenses,Expense,283.337
2961 | 2021,Feb,CC102,2000005,Purchases,Expense,325.444
2962 | 2021,Feb,CC102,3000000,Cash at Bank,Asset,-139.3
2963 | 2021,Feb,CC102,3000001,Inventory,Asset,972.281
2964 | 2021,Feb,CC102,3000002,Accounts Receivable,Asset,89.333
2965 | 2021,Feb,CC102,4000001,Accounts Payable,Liability,-614
2966 | 2021,Feb,CC200,1000000,Product Sales,Revenue,8.429
2967 | 2021,Feb,CC200,1000001,Licensing Revenue,Revenue,441.633
2968 | 2021,Feb,CC200,1000002,Service Revenue,Revenue,1277.963
2969 | 2021,Feb,CC200,1000004,Fee Revenue,Revenue,790.406
2970 | 2021,Feb,CC200,2000000,Cost of Good Sold,Expense,395.563
2971 | 2021,Feb,CC200,2000001,Staff Expenses,Expense,724.355
2972 | 2021,Feb,CC200,2000002,Technology Expenses,Expense,640.029
2973 | 2021,Feb,CC200,2000003,Property Expenses,Expense,825.921
2974 | 2021,Feb,CC200,2000005,Purchases,Expense,122.386
2975 | 2021,Feb,CC200,3000000,Cash at Bank,Asset,823.549
2976 | 2021,Feb,CC200,3000001,Inventory,Asset,1008.47
2977 | 2021,Feb,CC200,3000002,Accounts Receivable,Asset,560.412
2978 | 2021,Feb,CC200,4000001,Accounts Payable,Liability,818
2979 | 2021,Feb,CC201,1000000,Product Sales,Revenue,1848.227
2980 | 2021,Feb,CC201,1000001,Licensing Revenue,Revenue,558.132
2981 | 2021,Feb,CC201,1000002,Service Revenue,Revenue,330.504
2982 | 2021,Feb,CC201,1000004,Fee Revenue,Revenue,999.463
2983 | 2021,Feb,CC201,2000000,Cost of Good Sold,Expense,1232.134
2984 | 2021,Feb,CC201,2000001,Staff Expenses,Expense,244.769
2985 | 2021,Feb,CC201,2000002,Technology Expenses,Expense,92.624
2986 | 2021,Feb,CC201,2000003,Property Expenses,Expense,220.25
2987 | 2021,Feb,CC201,2000005,Purchases,Expense,1205.504
2988 | 2021,Feb,CC201,3000000,Cash at Bank,Asset,-520.845
2989 | 2021,Feb,CC201,3000001,Inventory,Asset,914.442
2990 | 2021,Feb,CC201,3000002,Accounts Receivable,Asset,852.637
2991 | 2021,Feb,CC201,4000001,Accounts Payable,Liability,-1016
2992 | 2021,Feb,CC202,1000000,Product Sales,Revenue,1049.925
2993 | 2021,Feb,CC202,1000001,Licensing Revenue,Revenue,714.207
2994 | 2021,Feb,CC202,1000002,Service Revenue,Revenue,629.636
2995 | 2021,Feb,CC202,1000004,Fee Revenue,Revenue,717.342
2996 | 2021,Feb,CC202,2000000,Cost of Good Sold,Expense,735.281
2997 | 2021,Feb,CC202,2000001,Staff Expenses,Expense,490.398
2998 | 2021,Feb,CC202,2000002,Technology Expenses,Expense,279.717
2999 | 2021,Feb,CC202,2000003,Property Expenses,Expense,334.049
3000 | 2021,Feb,CC202,2000005,Purchases,Expense,596.017
3001 | 2021,Feb,CC202,3000000,Cash at Bank,Asset,-532.101
3002 | 2021,Feb,CC202,3000001,Inventory,Asset,951.605
3003 | 2021,Feb,CC202,3000002,Accounts Receivable,Asset,189.814
3004 | 2021,Feb,CC202,4000001,Accounts Payable,Liability,-818
3005 | 2021,Feb,CC300,1000000,Product Sales,Revenue,488.339
3006 | 2021,Feb,CC300,1000001,Licensing Revenue,Revenue,551.594
3007 | 2021,Feb,CC300,1000002,Service Revenue,Revenue,1078.851
3008 | 2021,Feb,CC300,1000004,Fee Revenue,Revenue,140.851
3009 | 2021,Feb,CC300,2000000,Cost of Good Sold,Expense,330.417
3010 | 2021,Feb,CC300,2000001,Staff Expenses,Expense,745.565
3011 | 2021,Feb,CC300,2000002,Technology Expenses,Expense,436.27
3012 | 2021,Feb,CC300,2000003,Property Expenses,Expense,568.142
3013 | 2021,Feb,CC300,2000005,Purchases,Expense,281.174
3014 | 2021,Feb,CC300,3000000,Cash at Bank,Asset,154.565
3015 | 2021,Feb,CC300,3000001,Inventory,Asset,986.082
3016 | 2021,Feb,CC300,3000002,Accounts Receivable,Asset,422.732
3017 | 2021,Feb,CC300,4000001,Accounts Payable,Liability,1012
3018 | 2021,Feb,CC301,1000000,Product Sales,Revenue,1750.693
3019 | 2021,Feb,CC301,1000001,Licensing Revenue,Revenue,1169.369
3020 | 2021,Feb,CC301,1000002,Service Revenue,Revenue,855.334
3021 | 2021,Feb,CC301,1000004,Fee Revenue,Revenue,441.765
3022 | 2021,Feb,CC301,2000000,Cost of Good Sold,Expense,1094.688
3023 | 2021,Feb,CC301,2000001,Staff Expenses,Expense,852.011
3024 | 2021,Feb,CC301,2000002,Technology Expenses,Expense,352.624
3025 | 2021,Feb,CC301,2000003,Property Expenses,Expense,573.686
3026 | 2021,Feb,CC301,2000005,Purchases,Expense,891.184
3027 | 2021,Feb,CC301,3000000,Cash at Bank,Asset,753.73
3028 | 2021,Feb,CC301,3000001,Inventory,Asset,916.977
3029 | 2021,Feb,CC301,3000002,Accounts Receivable,Asset,635.174
3030 | 2021,Feb,CC301,4000001,Accounts Payable,Liability,-404
3031 | 2021,Feb,CC302,1000000,Product Sales,Revenue,717.634
3032 | 2021,Feb,CC302,1000001,Licensing Revenue,Revenue,471.373
3033 | 2021,Feb,CC302,1000002,Service Revenue,Revenue,244.843
3034 | 2021,Feb,CC302,1000004,Fee Revenue,Revenue,957.774
3035 | 2021,Feb,CC302,2000000,Cost of Good Sold,Expense,488.439
3036 | 2021,Feb,CC302,2000001,Staff Expenses,Expense,235.633
3037 | 2021,Feb,CC302,2000002,Technology Expenses,Expense,169.606
3038 | 2021,Feb,CC302,2000003,Property Expenses,Expense,396.143
3039 | 2021,Feb,CC302,2000005,Purchases,Expense,396.419
3040 | 2021,Feb,CC302,3000000,Cash at Bank,Asset,-345.357
3041 | 2021,Feb,CC302,3000001,Inventory,Asset,965.003
3042 | 2021,Feb,CC302,3000002,Accounts Receivable,Asset,185.896
3043 | 2021,Feb,CC302,4000001,Accounts Payable,Liability,-1016
3044 | 2021,Mar,CC100,1000000,Product Sales,Revenue,838.16
3045 | 2021,Mar,CC100,1000001,Licensing Revenue,Revenue,524.287
3046 | 2021,Mar,CC100,1000002,Service Revenue,Revenue,812.867
3047 | 2021,Mar,CC100,1000004,Fee Revenue,Revenue,972.102
3048 | 2021,Mar,CC100,2000000,Cost of Good Sold,Expense,613.457
3049 | 2021,Mar,CC100,2000001,Staff Expenses,Expense,452.671
3050 | 2021,Mar,CC100,2000002,Technology Expenses,Expense,386.423
3051 | 2021,Mar,CC100,2000003,Property Expenses,Expense,363.376
3052 | 2021,Mar,CC100,2000005,Purchases,Expense,607.077
3053 | 2021,Mar,CC100,3000000,Cash at Bank,Asset,-305.017
3054 | 2021,Mar,CC100,3000001,Inventory,Asset,914.032
3055 | 2021,Mar,CC100,3000002,Accounts Receivable,Asset,129.029
3056 | 2021,Mar,CC100,4000001,Accounts Payable,Liability,-1020
3057 | 2021,Mar,CC101,1000000,Product Sales,Revenue,1376.396
3058 | 2021,Mar,CC101,1000001,Licensing Revenue,Revenue,198.143
3059 | 2021,Mar,CC101,1000002,Service Revenue,Revenue,822.564
3060 | 2021,Mar,CC101,1000004,Fee Revenue,Revenue,728.859
3061 | 2021,Mar,CC101,2000000,Cost of Good Sold,Expense,891.308
3062 | 2021,Mar,CC101,2000001,Staff Expenses,Expense,438.587
3063 | 2021,Mar,CC101,2000002,Technology Expenses,Expense,276.092
3064 | 2021,Mar,CC101,2000003,Property Expenses,Expense,388.738
3065 | 2021,Mar,CC101,2000005,Purchases,Expense,783.795
3066 | 2021,Mar,CC101,3000000,Cash at Bank,Asset,872.378
3067 | 2021,Mar,CC101,3000001,Inventory,Asset,891.187
3068 | 2021,Mar,CC101,3000002,Accounts Receivable,Asset,555.572
3069 | 2021,Mar,CC101,4000001,Accounts Payable,Liability,606
3070 | 2021,Mar,CC102,1000000,Product Sales,Revenue,669.506
3071 | 2021,Mar,CC102,1000001,Licensing Revenue,Revenue,648.628
3072 | 2021,Mar,CC102,1000002,Service Revenue,Revenue,544.714
3073 | 2021,Mar,CC102,1000004,Fee Revenue,Revenue,630.483
3074 | 2021,Mar,CC102,2000000,Cost of Good Sold,Expense,395.604
3075 | 2021,Mar,CC102,2000001,Staff Expenses,Expense,353.035
3076 | 2021,Mar,CC102,2000002,Technology Expenses,Expense,309.212
3077 | 2021,Mar,CC102,2000003,Property Expenses,Expense,338.21
3078 | 2021,Mar,CC102,2000005,Purchases,Expense,422.01
3079 | 2021,Mar,CC102,3000000,Cash at Bank,Asset,-451.884
3080 | 2021,Mar,CC102,3000001,Inventory,Asset,957.882
3081 | 2021,Mar,CC102,3000002,Accounts Receivable,Asset,380.345
3082 | 2021,Mar,CC102,4000001,Accounts Payable,Liability,-816
3083 | 2021,Mar,CC200,1000000,Product Sales,Revenue,826.407
3084 | 2021,Mar,CC200,1000001,Licensing Revenue,Revenue,123.247
3085 | 2021,Mar,CC200,1000002,Service Revenue,Revenue,1136.651
3086 | 2021,Mar,CC200,1000004,Fee Revenue,Revenue,244.77
3087 | 2021,Mar,CC200,2000000,Cost of Good Sold,Expense,507.703
3088 | 2021,Mar,CC200,2000001,Staff Expenses,Expense,772.046
3089 | 2021,Mar,CC200,2000002,Technology Expenses,Expense,550.651
3090 | 2021,Mar,CC200,2000003,Property Expenses,Expense,686.013
3091 | 2021,Mar,CC200,2000005,Purchases,Expense,433.734
3092 | 2021,Mar,CC200,3000000,Cash at Bank,Asset,-110.977
3093 | 2021,Mar,CC200,3000001,Inventory,Asset,931.897
3094 | 2021,Mar,CC200,3000002,Accounts Receivable,Asset,227.344
3095 | 2021,Mar,CC200,4000001,Accounts Payable,Liability,1020
3096 | 2021,Mar,CC201,1000000,Product Sales,Revenue,642.344
3097 | 2021,Mar,CC201,1000001,Licensing Revenue,Revenue,520.283
3098 | 2021,Mar,CC201,1000002,Service Revenue,Revenue,1185.546
3099 | 2021,Mar,CC201,1000004,Fee Revenue,Revenue,596.001
3100 | 2021,Mar,CC201,2000000,Cost of Good Sold,Expense,300.955
3101 | 2021,Mar,CC201,2000001,Staff Expenses,Expense,755.95
3102 | 2021,Mar,CC201,2000002,Technology Expenses,Expense,497.552
3103 | 2021,Mar,CC201,2000003,Property Expenses,Expense,616.933
3104 | 2021,Mar,CC201,2000005,Purchases,Expense,261.279
3105 | 2021,Mar,CC201,3000000,Cash at Bank,Asset,-966.842
3106 | 2021,Mar,CC201,3000001,Inventory,Asset,887.399
3107 | 2021,Mar,CC201,3000002,Accounts Receivable,Asset,1113.901
3108 | 2021,Mar,CC201,4000001,Accounts Payable,Liability,-610
3109 | 2021,Mar,CC202,1000000,Product Sales,Revenue,712.566
3110 | 2021,Mar,CC202,1000001,Licensing Revenue,Revenue,551.657
3111 | 2021,Mar,CC202,1000002,Service Revenue,Revenue,481.415
3112 | 2021,Mar,CC202,1000004,Fee Revenue,Revenue,950.301
3113 | 2021,Mar,CC202,2000000,Cost of Good Sold,Expense,516.754
3114 | 2021,Mar,CC202,2000001,Staff Expenses,Expense,469.642
3115 | 2021,Mar,CC202,2000002,Technology Expenses,Expense,293.325
3116 | 2021,Mar,CC202,2000003,Property Expenses,Expense,250.007
3117 | 2021,Mar,CC202,2000005,Purchases,Expense,413.674
3118 | 2021,Mar,CC202,3000000,Cash at Bank,Asset,-484.752
3119 | 2021,Mar,CC202,3000001,Inventory,Asset,917.786
3120 | 2021,Mar,CC202,3000002,Accounts Receivable,Asset,855.433
3121 | 2021,Mar,CC202,4000001,Accounts Payable,Liability,-814
3122 | 2021,Mar,CC300,1000000,Product Sales,Revenue,403.647
3123 | 2021,Mar,CC300,1000001,Licensing Revenue,Revenue,469.219
3124 | 2021,Mar,CC300,1000002,Service Revenue,Revenue,1127.458
3125 | 2021,Mar,CC300,1000004,Fee Revenue,Revenue,660.526
3126 | 2021,Mar,CC300,2000000,Cost of Good Sold,Expense,281.362
3127 | 2021,Mar,CC300,2000001,Staff Expenses,Expense,727.958
3128 | 2021,Mar,CC300,2000002,Technology Expenses,Expense,464.29
3129 | 2021,Mar,CC300,2000003,Property Expenses,Expense,559.857
3130 | 2021,Mar,CC300,2000005,Purchases,Expense,284.368
3131 | 2021,Mar,CC300,3000000,Cash at Bank,Asset,235.515
3132 | 2021,Mar,CC300,3000001,Inventory,Asset,935.511
3133 | 2021,Mar,CC300,3000002,Accounts Receivable,Asset,748.751
3134 | 2021,Mar,CC300,4000001,Accounts Payable,Liability,812
3135 | 2021,Mar,CC301,1000000,Product Sales,Revenue,758.296
3136 | 2021,Mar,CC301,1000001,Licensing Revenue,Revenue,710.145
3137 | 2021,Mar,CC301,1000002,Service Revenue,Revenue,700.092
3138 | 2021,Mar,CC301,1000004,Fee Revenue,Revenue,179.478
3139 | 2021,Mar,CC301,2000000,Cost of Good Sold,Expense,541.771
3140 | 2021,Mar,CC301,2000001,Staff Expenses,Expense,586.969
3141 | 2021,Mar,CC301,2000002,Technology Expenses,Expense,164.58
3142 | 2021,Mar,CC301,2000003,Property Expenses,Expense,284.391
3143 | 2021,Mar,CC301,2000005,Purchases,Expense,494.322
3144 | 2021,Mar,CC301,3000000,Cash at Bank,Asset,-493.17
3145 | 2021,Mar,CC301,3000001,Inventory,Asset,859.264
3146 | 2021,Mar,CC301,3000002,Accounts Receivable,Asset,621.84
3147 | 2021,Mar,CC301,4000001,Accounts Payable,Liability,-1012
3148 | 2021,Mar,CC302,1000000,Product Sales,Revenue,957.826
3149 | 2021,Mar,CC302,1000001,Licensing Revenue,Revenue,254.793
3150 | 2021,Mar,CC302,1000002,Service Revenue,Revenue,1119.973
3151 | 2021,Mar,CC302,1000004,Fee Revenue,Revenue,177.416
3152 | 2021,Mar,CC302,2000000,Cost of Good Sold,Expense,769.413
3153 | 2021,Mar,CC302,2000001,Staff Expenses,Expense,702.09
3154 | 2021,Mar,CC302,2000002,Technology Expenses,Expense,477.627
3155 | 2021,Mar,CC302,2000003,Property Expenses,Expense,589.808
3156 | 2021,Mar,CC302,2000005,Purchases,Expense,747.548
3157 | 2021,Mar,CC302,3000000,Cash at Bank,Asset,-214.747
3158 | 2021,Mar,CC302,3000001,Inventory,Asset,914.032
3159 | 2021,Mar,CC302,3000002,Accounts Receivable,Asset,625.199
3160 | 2021,Mar,CC302,4000001,Accounts Payable,Liability,610
3161 | 2021,Apr,CC100,1000000,Product Sales,Revenue,1101.633
3162 | 2021,Apr,CC100,1000001,Licensing Revenue,Revenue,460.21
3163 | 2021,Apr,CC100,1000002,Service Revenue,Revenue,739.296
3164 | 2021,Apr,CC100,1000004,Fee Revenue,Revenue,487.491
3165 | 2021,Apr,CC100,2000000,Cost of Good Sold,Expense,687.248
3166 | 2021,Apr,CC100,2000001,Staff Expenses,Expense,643.968
3167 | 2021,Apr,CC100,2000002,Technology Expenses,Expense,359.79
3168 | 2021,Apr,CC100,2000003,Property Expenses,Expense,342.909
3169 | 2021,Apr,CC100,2000005,Purchases,Expense,694.574
3170 | 2021,Apr,CC100,3000000,Cash at Bank,Asset,934.541
3171 | 2021,Apr,CC100,3000001,Inventory,Asset,841.438
3172 | 2021,Apr,CC100,3000002,Accounts Receivable,Asset,516.423
3173 | 2021,Apr,CC100,4000001,Accounts Payable,Liability,816
3174 | 2021,Apr,CC101,1000000,Product Sales,Revenue,414.684
3175 | 2021,Apr,CC101,1000001,Licensing Revenue,Revenue,327.959
3176 | 2021,Apr,CC101,1000002,Service Revenue,Revenue,56.151
3177 | 2021,Apr,CC101,1000004,Fee Revenue,Revenue,365.785
3178 | 2021,Apr,CC101,2000000,Cost of Good Sold,Expense,456.381
3179 | 2021,Apr,CC101,2000001,Staff Expenses,Expense,239.544
3180 | 2021,Apr,CC101,2000002,Technology Expenses,Expense,92.07
3181 | 2021,Apr,CC101,2000003,Property Expenses,Expense,170.702
3182 | 2021,Apr,CC101,2000005,Purchases,Expense,482.136
3183 | 2021,Apr,CC101,3000000,Cash at Bank,Asset,-729.447
3184 | 2021,Apr,CC101,3000001,Inventory,Asset,838.355
3185 | 2021,Apr,CC101,3000002,Accounts Receivable,Asset,171.995
3186 | 2021,Apr,CC101,4000001,Accounts Payable,Liability,-608
3187 | 2021,Apr,CC102,1000000,Product Sales,Revenue,1019.016
3188 | 2021,Apr,CC102,1000001,Licensing Revenue,Revenue,92.351
3189 | 2021,Apr,CC102,1000002,Service Revenue,Revenue,1152.744
3190 | 2021,Apr,CC102,1000004,Fee Revenue,Revenue,347.855
3191 | 2021,Apr,CC102,2000000,Cost of Good Sold,Expense,750.689
3192 | 2021,Apr,CC102,2000001,Staff Expenses,Expense,784.046
3193 | 2021,Apr,CC102,2000002,Technology Expenses,Expense,481.583
3194 | 2021,Apr,CC102,2000003,Property Expenses,Expense,446.403
3195 | 2021,Apr,CC102,2000005,Purchases,Expense,707.539
3196 | 2021,Apr,CC102,3000000,Cash at Bank,Asset,-214.306
3197 | 2021,Apr,CC102,3000001,Inventory,Asset,871.194
3198 | 2021,Apr,CC102,3000002,Accounts Receivable,Asset,368.863
3199 | 2021,Apr,CC102,4000001,Accounts Payable,Liability,1020
3200 | 2021,Apr,CC200,1000000,Product Sales,Revenue,1273.828
3201 | 2021,Apr,CC200,1000001,Licensing Revenue,Revenue,402.192
3202 | 2021,Apr,CC200,1000002,Service Revenue,Revenue,1038.152
3203 | 2021,Apr,CC200,1000004,Fee Revenue,Revenue,922.884
3204 | 2021,Apr,CC200,2000000,Cost of Good Sold,Expense,834.867
3205 | 2021,Apr,CC200,2000001,Staff Expenses,Expense,733.935
3206 | 2021,Apr,CC200,2000002,Technology Expenses,Expense,480.468
3207 | 2021,Apr,CC200,2000003,Property Expenses,Expense,593.199
3208 | 2021,Apr,CC200,2000005,Purchases,Expense,704.929
3209 | 2021,Apr,CC200,3000000,Cash at Bank,Asset,613.121
3210 | 2021,Apr,CC200,3000001,Inventory,Asset,896.202
3211 | 2021,Apr,CC200,3000002,Accounts Receivable,Asset,294.429
3212 | 2021,Apr,CC200,4000001,Accounts Payable,Liability,608
3213 | 2021,Apr,CC201,1000000,Product Sales,Revenue,489.76
3214 | 2021,Apr,CC201,1000001,Licensing Revenue,Revenue,390.456
3215 | 2021,Apr,CC201,1000002,Service Revenue,Revenue,663.408
3216 | 2021,Apr,CC201,1000004,Fee Revenue,Revenue,754.436
3217 | 2021,Apr,CC201,2000000,Cost of Good Sold,Expense,402.363
3218 | 2021,Apr,CC201,2000001,Staff Expenses,Expense,306.781
3219 | 2021,Apr,CC201,2000002,Technology Expenses,Expense,248.164
3220 | 2021,Apr,CC201,2000003,Property Expenses,Expense,379.504
3221 | 2021,Apr,CC201,2000005,Purchases,Expense,348.417
3222 | 2021,Apr,CC201,3000000,Cash at Bank,Asset,-514.819
3223 | 2021,Apr,CC201,3000001,Inventory,Asset,849.884
3224 | 2021,Apr,CC201,3000002,Accounts Receivable,Asset,699.204
3225 | 2021,Apr,CC201,4000001,Accounts Payable,Liability,-812
3226 | 2021,Apr,CC202,1000000,Product Sales,Revenue,481.729
3227 | 2021,Apr,CC202,1000001,Licensing Revenue,Revenue,588.698
3228 | 2021,Apr,CC202,1000002,Service Revenue,Revenue,993.772
3229 | 2021,Apr,CC202,1000004,Fee Revenue,Revenue,702.319
3230 | 2021,Apr,CC202,2000000,Cost of Good Sold,Expense,457.9
3231 | 2021,Apr,CC202,2000001,Staff Expenses,Expense,659.375
3232 | 2021,Apr,CC202,2000002,Technology Expenses,Expense,410.379
3233 | 2021,Apr,CC202,2000003,Property Expenses,Expense,414.133
3234 | 2021,Apr,CC202,2000005,Purchases,Expense,285.523
3235 | 2021,Apr,CC202,3000000,Cash at Bank,Asset,-797.369
3236 | 2021,Apr,CC202,3000001,Inventory,Asset,880.627
3237 | 2021,Apr,CC202,3000002,Accounts Receivable,Asset,162.238
3238 | 2021,Apr,CC202,4000001,Accounts Payable,Liability,-612
3239 | 2021,Apr,CC300,1000000,Product Sales,Revenue,450.826
3240 | 2021,Apr,CC300,1000001,Licensing Revenue,Revenue,726.389
3241 | 2021,Apr,CC300,1000002,Service Revenue,Revenue,1065.31
3242 | 2021,Apr,CC300,1000004,Fee Revenue,Revenue,975.117
3243 | 2021,Apr,CC300,2000000,Cost of Good Sold,Expense,295.666
3244 | 2021,Apr,CC300,2000001,Staff Expenses,Expense,699.502
3245 | 2021,Apr,CC300,2000002,Technology Expenses,Expense,470.27
3246 | 2021,Apr,CC300,2000003,Property Expenses,Expense,519.207
3247 | 2021,Apr,CC300,2000005,Purchases,Expense,278.294
3248 | 2021,Apr,CC300,3000000,Cash at Bank,Asset,-571.704
3249 | 2021,Apr,CC300,3000001,Inventory,Asset,932.176
3250 | 2021,Apr,CC300,3000002,Accounts Receivable,Asset,1317.506
3251 | 2021,Apr,CC300,4000001,Accounts Payable,Liability,-612
3252 | 2021,Apr,CC301,1000000,Product Sales,Revenue,796.259
3253 | 2021,Apr,CC301,1000001,Licensing Revenue,Revenue,564.528
3254 | 2021,Apr,CC301,1000002,Service Revenue,Revenue,926.593
3255 | 2021,Apr,CC301,1000004,Fee Revenue,Revenue,771.943
3256 | 2021,Apr,CC301,2000000,Cost of Good Sold,Expense,523.882
3257 | 2021,Apr,CC301,2000001,Staff Expenses,Expense,715.734
3258 | 2021,Apr,CC301,2000002,Technology Expenses,Expense,255.527
3259 | 2021,Apr,CC301,2000003,Property Expenses,Expense,417.214
3260 | 2021,Apr,CC301,2000005,Purchases,Expense,458.105
3261 | 2021,Apr,CC301,3000000,Cash at Bank,Asset,-260.33
3262 | 2021,Apr,CC301,3000001,Inventory,Asset,808.152
3263 | 2021,Apr,CC301,3000002,Accounts Receivable,Asset,592.63
3264 | 2021,Apr,CC301,4000001,Accounts Payable,Liability,-814
3265 | 2021,Apr,CC302,1000000,Product Sales,Revenue,49.522
3266 | 2021,Apr,CC302,1000001,Licensing Revenue,Revenue,510.982
3267 | 2021,Apr,CC302,1000002,Service Revenue,Revenue,811.744
3268 | 2021,Apr,CC302,1000004,Fee Revenue,Revenue,1068.09
3269 | 2021,Apr,CC302,2000000,Cost of Good Sold,Expense,142.526
3270 | 2021,Apr,CC302,2000001,Staff Expenses,Expense,558.872
3271 | 2021,Apr,CC302,2000002,Technology Expenses,Expense,328.883
3272 | 2021,Apr,CC302,2000003,Property Expenses,Expense,473.584
3273 | 2021,Apr,CC302,2000005,Purchases,Expense,85.108
3274 | 2021,Apr,CC302,3000000,Cash at Bank,Asset,-408.218
3275 | 2021,Apr,CC302,3000001,Inventory,Asset,876.905
3276 | 2021,Apr,CC302,3000002,Accounts Receivable,Asset,522.124
3277 | 2021,Apr,CC302,4000001,Accounts Payable,Liability,-814
3278 | 2021,May,CC100,1000000,Product Sales,Revenue,124.525
3279 | 2021,May,CC100,1000001,Licensing Revenue,Revenue,673.52
3280 | 2021,May,CC100,1000002,Service Revenue,Revenue,1019.731
3281 | 2021,May,CC100,1000004,Fee Revenue,Revenue,190.763
3282 | 2021,May,CC100,2000000,Cost of Good Sold,Expense,175.893
3283 | 2021,May,CC100,2000001,Staff Expenses,Expense,587.946
3284 | 2021,May,CC100,2000002,Technology Expenses,Expense,447.381
3285 | 2021,May,CC100,2000003,Property Expenses,Expense,585.744
3286 | 2021,May,CC100,2000005,Purchases,Expense,166.657
3287 | 2021,May,CC100,3000000,Cash at Bank,Asset,763.839
3288 | 2021,May,CC100,3000001,Inventory,Asset,829.726
3289 | 2021,May,CC100,3000002,Accounts Receivable,Asset,648.182
3290 | 2021,May,CC100,4000001,Accounts Payable,Liability,610
3291 | 2021,May,CC101,1000000,Product Sales,Revenue,995.479
3292 | 2021,May,CC101,1000001,Licensing Revenue,Revenue,600.856
3293 | 2021,May,CC101,1000002,Service Revenue,Revenue,347.829
3294 | 2021,May,CC101,1000004,Fee Revenue,Revenue,791.318
3295 | 2021,May,CC101,2000000,Cost of Good Sold,Expense,621.051
3296 | 2021,May,CC101,2000001,Staff Expenses,Expense,332.743
3297 | 2021,May,CC101,2000002,Technology Expenses,Expense,117.896
3298 | 2021,May,CC101,2000003,Property Expenses,Expense,143.465
3299 | 2021,May,CC101,2000005,Purchases,Expense,468.15
3300 | 2021,May,CC101,3000000,Cash at Bank,Asset,-325.358
3301 | 2021,May,CC101,3000001,Inventory,Asset,747.979
3302 | 2021,May,CC101,3000002,Accounts Receivable,Asset,821.259
3303 | 2021,May,CC101,4000001,Accounts Payable,Liability,-1018
3304 | 2021,May,CC102,1000000,Product Sales,Revenue,1022.699
3305 | 2021,May,CC102,1000001,Licensing Revenue,Revenue,667.016
3306 | 2021,May,CC102,1000002,Service Revenue,Revenue,1133.04
3307 | 2021,May,CC102,1000004,Fee Revenue,Revenue,398.704
3308 | 2021,May,CC102,2000000,Cost of Good Sold,Expense,638.818
3309 | 2021,May,CC102,2000001,Staff Expenses,Expense,723.276
3310 | 2021,May,CC102,2000002,Technology Expenses,Expense,481.913
3311 | 2021,May,CC102,2000003,Property Expenses,Expense,588.68
3312 | 2021,May,CC102,2000005,Purchases,Expense,576.645
3313 | 2021,May,CC102,3000000,Cash at Bank,Asset,740.411
3314 | 2021,May,CC102,3000001,Inventory,Asset,833.687
3315 | 2021,May,CC102,3000002,Accounts Receivable,Asset,1070.489
3316 | 2021,May,CC102,4000001,Accounts Payable,Liability,812
3317 | 2021,May,CC200,1000000,Product Sales,Revenue,778.17
3318 | 2021,May,CC200,1000001,Licensing Revenue,Revenue,481.151
3319 | 2021,May,CC200,1000002,Service Revenue,Revenue,751.635
3320 | 2021,May,CC200,1000004,Fee Revenue,Revenue,392.935
3321 | 2021,May,CC200,2000000,Cost of Good Sold,Expense,477.037
3322 | 2021,May,CC200,2000001,Staff Expenses,Expense,528.445
3323 | 2021,May,CC200,2000002,Technology Expenses,Expense,302.676
3324 | 2021,May,CC200,2000003,Property Expenses,Expense,354.113
3325 | 2021,May,CC200,2000005,Purchases,Expense,422.392
3326 | 2021,May,CC200,3000000,Cash at Bank,Asset,807.258
3327 | 2021,May,CC200,3000001,Inventory,Asset,843.77
3328 | 2021,May,CC200,3000002,Accounts Receivable,Asset,624.002
3329 | 2021,May,CC200,4000001,Accounts Payable,Liability,1016
3330 | 2021,May,CC201,1000000,Product Sales,Revenue,350.168
3331 | 2021,May,CC201,1000001,Licensing Revenue,Revenue,63.318
3332 | 2021,May,CC201,1000002,Service Revenue,Revenue,583.459
3333 | 2021,May,CC201,1000004,Fee Revenue,Revenue,310.593
3334 | 2021,May,CC201,2000000,Cost of Good Sold,Expense,71.429
3335 | 2021,May,CC201,2000001,Staff Expenses,Expense,306.395
3336 | 2021,May,CC201,2000002,Technology Expenses,Expense,228.493
3337 | 2021,May,CC201,2000003,Property Expenses,Expense,249.561
3338 | 2021,May,CC201,2000005,Purchases,Expense,90.666
3339 | 2021,May,CC201,3000000,Cash at Bank,Asset,-430.808
3340 | 2021,May,CC201,3000001,Inventory,Asset,827.104
3341 | 2021,May,CC201,3000002,Accounts Receivable,Asset,401.628
3342 | 2021,May,CC201,4000001,Accounts Payable,Liability,-396
3343 | 2021,May,CC202,1000000,Product Sales,Revenue,733.325
3344 | 2021,May,CC202,1000001,Licensing Revenue,Revenue,347.647
3345 | 2021,May,CC202,1000002,Service Revenue,Revenue,1401.996
3346 | 2021,May,CC202,1000004,Fee Revenue,Revenue,865.13
3347 | 2021,May,CC202,2000000,Cost of Good Sold,Expense,547.642
3348 | 2021,May,CC202,2000001,Staff Expenses,Expense,863.1
3349 | 2021,May,CC202,2000002,Technology Expenses,Expense,542.271
3350 | 2021,May,CC202,2000003,Property Expenses,Expense,671.209
3351 | 2021,May,CC202,2000005,Purchases,Expense,540.662
3352 | 2021,May,CC202,3000000,Cash at Bank,Asset,528.261
3353 | 2021,May,CC202,3000001,Inventory,Asset,835.399
3354 | 2021,May,CC202,3000002,Accounts Receivable,Asset,320.248
3355 | 2021,May,CC202,4000001,Accounts Payable,Liability,396
3356 | 2021,May,CC300,1000000,Product Sales,Revenue,300.616
3357 | 2021,May,CC300,1000001,Licensing Revenue,Revenue,672.634
3358 | 2021,May,CC300,1000002,Service Revenue,Revenue,486.669
3359 | 2021,May,CC300,1000004,Fee Revenue,Revenue,286.542
3360 | 2021,May,CC300,2000000,Cost of Good Sold,Expense,144.925
3361 | 2021,May,CC300,2000001,Staff Expenses,Expense,554.173
3362 | 2021,May,CC300,2000002,Technology Expenses,Expense,259.332
3363 | 2021,May,CC300,2000003,Property Expenses,Expense,169.149
3364 | 2021,May,CC300,2000005,Purchases,Expense,171.708
3365 | 2021,May,CC300,3000000,Cash at Bank,Asset,-138.842
3366 | 2021,May,CC300,3000001,Inventory,Asset,927.621
3367 | 2021,May,CC300,3000002,Accounts Receivable,Asset,280.294
3368 | 2021,May,CC300,4000001,Accounts Payable,Liability,-816
3369 | 2021,May,CC301,1000000,Product Sales,Revenue,1029.029
3370 | 2021,May,CC301,1000001,Licensing Revenue,Revenue,384
3371 | 2021,May,CC301,1000002,Service Revenue,Revenue,1231.049
3372 | 2021,May,CC301,1000004,Fee Revenue,Revenue,535.729
3373 | 2021,May,CC301,2000000,Cost of Good Sold,Expense,629.255
3374 | 2021,May,CC301,2000001,Staff Expenses,Expense,896.169
3375 | 2021,May,CC301,2000002,Technology Expenses,Expense,445.905
3376 | 2021,May,CC301,2000003,Property Expenses,Expense,557.381
3377 | 2021,May,CC301,2000005,Purchases,Expense,618.426
3378 | 2021,May,CC301,3000000,Cash at Bank,Asset,464.494
3379 | 2021,May,CC301,3000001,Inventory,Asset,749.628
3380 | 2021,May,CC301,3000002,Accounts Receivable,Asset,462.087
3381 | 2021,May,CC301,4000001,Accounts Payable,Liability,814
3382 | 2021,May,CC302,1000000,Product Sales,Revenue,905.336
3383 | 2021,May,CC302,1000001,Licensing Revenue,Revenue,691.637
3384 | 2021,May,CC302,1000002,Service Revenue,Revenue,938.019
3385 | 2021,May,CC302,1000004,Fee Revenue,Revenue,579.55
3386 | 2021,May,CC302,2000000,Cost of Good Sold,Expense,612.406
3387 | 2021,May,CC302,2000001,Staff Expenses,Expense,721.678
3388 | 2021,May,CC302,2000002,Technology Expenses,Expense,485.835
3389 | 2021,May,CC302,2000003,Property Expenses,Expense,601.952
3390 | 2021,May,CC302,2000005,Purchases,Expense,572.445
3391 | 2021,May,CC302,3000000,Cash at Bank,Asset,-887.941
3392 | 2021,May,CC302,3000001,Inventory,Asset,829.892
3393 | 2021,May,CC302,3000002,Accounts Receivable,Asset,37.137
3394 | 2021,May,CC302,4000001,Accounts Payable,Liability,-1012
3395 | 2021,Jun,CC100,1000000,Product Sales,Revenue,383.8
3396 | 2021,Jun,CC100,1000001,Licensing Revenue,Revenue,785.901
3397 | 2021,Jun,CC100,1000002,Service Revenue,Revenue,1200.719
3398 | 2021,Jun,CC100,1000004,Fee Revenue,Revenue,981.002
3399 | 2021,Jun,CC100,2000000,Cost of Good Sold,Expense,144.247
3400 | 2021,Jun,CC100,2000001,Staff Expenses,Expense,758.924
3401 | 2021,Jun,CC100,2000002,Technology Expenses,Expense,471.429
3402 | 2021,Jun,CC100,2000003,Property Expenses,Expense,601.935
3403 | 2021,Jun,CC100,2000005,Purchases,Expense,191.018
3404 | 2021,Jun,CC100,3000000,Cash at Bank,Asset,-975.528
3405 | 2021,Jun,CC100,3000001,Inventory,Asset,812.096
3406 | 2021,Jun,CC100,3000002,Accounts Receivable,Asset,542.62
3407 | 2021,Jun,CC100,4000001,Accounts Payable,Liability,-1018
3408 | 2021,Jun,CC101,1000000,Product Sales,Revenue,171.375
3409 | 2021,Jun,CC101,1000001,Licensing Revenue,Revenue,559.223
3410 | 2021,Jun,CC101,1000002,Service Revenue,Revenue,631.291
3411 | 2021,Jun,CC101,1000004,Fee Revenue,Revenue,369.367
3412 | 2021,Jun,CC101,2000000,Cost of Good Sold,Expense,113.777
3413 | 2021,Jun,CC101,2000001,Staff Expenses,Expense,317.836
3414 | 2021,Jun,CC101,2000002,Technology Expenses,Expense,249.421
3415 | 2021,Jun,CC101,2000003,Property Expenses,Expense,228.841
3416 | 2021,Jun,CC101,2000005,Purchases,Expense,176.195
3417 | 2021,Jun,CC101,3000000,Cash at Bank,Asset,-859.582
3418 | 2021,Jun,CC101,3000001,Inventory,Asset,732.039
3419 | 2021,Jun,CC101,3000002,Accounts Receivable,Asset,107.985
3420 | 2021,Jun,CC101,4000001,Accounts Payable,Liability,-1016
3421 | 2021,Jun,CC102,1000000,Product Sales,Revenue,952.396
3422 | 2021,Jun,CC102,1000001,Licensing Revenue,Revenue,1107.484
3423 | 2021,Jun,CC102,1000002,Service Revenue,Revenue,524.093
3424 | 2021,Jun,CC102,1000004,Fee Revenue,Revenue,291.374
3425 | 2021,Jun,CC102,2000000,Cost of Good Sold,Expense,607.223
3426 | 2021,Jun,CC102,2000001,Staff Expenses,Expense,342.347
3427 | 2021,Jun,CC102,2000002,Technology Expenses,Expense,226.063
3428 | 2021,Jun,CC102,2000003,Property Expenses,Expense,285.842
3429 | 2021,Jun,CC102,2000005,Purchases,Expense,697.12
3430 | 2021,Jun,CC102,3000000,Cash at Bank,Asset,-729.305
3431 | 2021,Jun,CC102,3000001,Inventory,Asset,761.726
3432 | 2021,Jun,CC102,3000002,Accounts Receivable,Asset,721.501
3433 | 2021,Jun,CC102,4000001,Accounts Payable,Liability,-1020
3434 | 2021,Jun,CC200,1000000,Product Sales,Revenue,1065.788
3435 | 2021,Jun,CC200,1000001,Licensing Revenue,Revenue,1316.767
3436 | 2021,Jun,CC200,1000002,Service Revenue,Revenue,1224.097
3437 | 2021,Jun,CC200,1000004,Fee Revenue,Revenue,1038.273
3438 | 2021,Jun,CC200,2000000,Cost of Good Sold,Expense,759.727
3439 | 2021,Jun,CC200,2000001,Staff Expenses,Expense,840.033
3440 | 2021,Jun,CC200,2000002,Technology Expenses,Expense,572.371
3441 | 2021,Jun,CC200,2000003,Property Expenses,Expense,697.484
3442 | 2021,Jun,CC200,2000005,Purchases,Expense,680.29
3443 | 2021,Jun,CC200,3000000,Cash at Bank,Asset,-422.194
3444 | 2021,Jun,CC200,3000001,Inventory,Asset,817.352
3445 | 2021,Jun,CC200,3000002,Accounts Receivable,Asset,609.706
3446 | 2021,Jun,CC200,4000001,Accounts Payable,Liability,-816
3447 | 2021,Jun,CC201,1000000,Product Sales,Revenue,1219.359
3448 | 2021,Jun,CC201,1000001,Licensing Revenue,Revenue,928.663
3449 | 2021,Jun,CC201,1000002,Service Revenue,Revenue,1288.619
3450 | 2021,Jun,CC201,1000004,Fee Revenue,Revenue,727.473
3451 | 2021,Jun,CC201,2000000,Cost of Good Sold,Expense,793.71
3452 | 2021,Jun,CC201,2000001,Staff Expenses,Expense,829.176
3453 | 2021,Jun,CC201,2000002,Technology Expenses,Expense,505.357
3454 | 2021,Jun,CC201,2000003,Property Expenses,Expense,713.274
3455 | 2021,Jun,CC201,2000005,Purchases,Expense,739.989
3456 | 2021,Jun,CC201,3000000,Cash at Bank,Asset,-813.285
3457 | 2021,Jun,CC201,3000001,Inventory,Asset,769.841
3458 | 2021,Jun,CC201,3000002,Accounts Receivable,Asset,1046.632
3459 | 2021,Jun,CC201,4000001,Accounts Payable,Liability,-1018
3460 | 2021,Jun,CC202,1000000,Product Sales,Revenue,831.383
3461 | 2021,Jun,CC202,1000001,Licensing Revenue,Revenue,1068.759
3462 | 2021,Jun,CC202,1000002,Service Revenue,Revenue,805.337
3463 | 2021,Jun,CC202,1000004,Fee Revenue,Revenue,532.499
3464 | 2021,Jun,CC202,2000000,Cost of Good Sold,Expense,551.204
3465 | 2021,Jun,CC202,2000001,Staff Expenses,Expense,694.97
3466 | 2021,Jun,CC202,2000002,Technology Expenses,Expense,451.921
3467 | 2021,Jun,CC202,2000003,Property Expenses,Expense,528.967
3468 | 2021,Jun,CC202,2000005,Purchases,Expense,484.687
3469 | 2021,Jun,CC202,3000000,Cash at Bank,Asset,-819.477
3470 | 2021,Jun,CC202,3000001,Inventory,Asset,794.993
3471 | 2021,Jun,CC202,3000002,Accounts Receivable,Asset,271.735
3472 | 2021,Jun,CC202,4000001,Accounts Payable,Liability,-1020
3473 | 2021,Jun,CC300,1000000,Product Sales,Revenue,80.361
3474 | 2021,Jun,CC300,1000001,Licensing Revenue,Revenue,914.593
3475 | 2021,Jun,CC300,1000002,Service Revenue,Revenue,848.364
3476 | 2021,Jun,CC300,1000004,Fee Revenue,Revenue,324.668
3477 | 2021,Jun,CC300,2000000,Cost of Good Sold,Expense,82.862
3478 | 2021,Jun,CC300,2000001,Staff Expenses,Expense,756.732
3479 | 2021,Jun,CC300,2000002,Technology Expenses,Expense,393.389
3480 | 2021,Jun,CC300,2000003,Property Expenses,Expense,339.19
3481 | 2021,Jun,CC300,2000005,Purchases,Expense,91.401
3482 | 2021,Jun,CC300,3000000,Cash at Bank,Asset,-715.981
3483 | 2021,Jun,CC300,3000001,Inventory,Asset,918.843
3484 | 2021,Jun,CC300,3000002,Accounts Receivable,Asset,357.634
3485 | 2021,Jun,CC300,4000001,Accounts Payable,Liability,-1020
3486 | 2021,Jun,CC301,1000000,Product Sales,Revenue,728.372
3487 | 2021,Jun,CC301,1000001,Licensing Revenue,Revenue,1243.741
3488 | 2021,Jun,CC301,1000002,Service Revenue,Revenue,416.545
3489 | 2021,Jun,CC301,1000004,Fee Revenue,Revenue,897.434
3490 | 2021,Jun,CC301,2000000,Cost of Good Sold,Expense,495.985
3491 | 2021,Jun,CC301,2000001,Staff Expenses,Expense,747.01
3492 | 2021,Jun,CC301,2000002,Technology Expenses,Expense,152.693
3493 | 2021,Jun,CC301,2000003,Property Expenses,Expense,150.743
3494 | 2021,Jun,CC301,2000005,Purchases,Expense,457.698
3495 | 2021,Jun,CC301,3000000,Cash at Bank,Asset,693.046
3496 | 2021,Jun,CC301,3000001,Inventory,Asset,705.514
3497 | 2021,Jun,CC301,3000002,Accounts Receivable,Asset,288.732
3498 | 2021,Jun,CC301,4000001,Accounts Payable,Liability,-1020
3499 | 2021,Jun,CC302,1000000,Product Sales,Revenue,206.593
3500 | 2021,Jun,CC302,1000001,Licensing Revenue,Revenue,534.295
3501 | 2021,Jun,CC302,1000002,Service Revenue,Revenue,304.6
3502 | 2021,Jun,CC302,1000004,Fee Revenue,Revenue,629.752
3503 | 2021,Jun,CC302,2000000,Cost of Good Sold,Expense,147.164
3504 | 2021,Jun,CC302,2000001,Staff Expenses,Expense,157.738
3505 | 2021,Jun,CC302,2000002,Technology Expenses,Expense,157.616
3506 | 2021,Jun,CC302,2000003,Property Expenses,Expense,139.815
3507 | 2021,Jun,CC302,2000005,Purchases,Expense,137.721
3508 | 2021,Jun,CC302,3000000,Cash at Bank,Asset,-630.427
3509 | 2021,Jun,CC302,3000001,Inventory,Asset,814.424
3510 | 2021,Jun,CC302,3000002,Accounts Receivable,Asset,130.068
3511 | 2021,Jun,CC302,4000001,Accounts Payable,Liability,-1020
3512 | 2021,Jul,CC100,1000000,Product Sales,Revenue,759.561
3513 | 2021,Jul,CC100,1000001,Licensing Revenue,Revenue,206.31
3514 | 2021,Jul,CC100,1000002,Service Revenue,Revenue,720.35
3515 | 2021,Jul,CC100,1000004,Fee Revenue,Revenue,616.692
3516 | 2021,Jul,CC100,2000000,Cost of Good Sold,Expense,579.946
3517 | 2021,Jul,CC100,2000001,Staff Expenses,Expense,544.281
3518 | 2021,Jul,CC100,2000002,Technology Expenses,Expense,253.487
3519 | 2021,Jul,CC100,2000003,Property Expenses,Expense,360.024
3520 | 2021,Jul,CC100,2000005,Purchases,Expense,486.952
3521 | 2021,Jul,CC100,3000000,Cash at Bank,Asset,622.984
3522 | 2021,Jul,CC100,3000001,Inventory,Asset,774.647
3523 | 2021,Jul,CC100,3000002,Accounts Receivable,Asset,317.54
3524 | 2021,Jul,CC100,4000001,Accounts Payable,Liability,1018
3525 | 2021,Jul,CC101,1000000,Product Sales,Revenue,663.998
3526 | 2021,Jul,CC101,1000001,Licensing Revenue,Revenue,159.848
3527 | 2021,Jul,CC101,1000002,Service Revenue,Revenue,995.693
3528 | 2021,Jul,CC101,1000004,Fee Revenue,Revenue,316.365
3529 | 2021,Jul,CC101,2000000,Cost of Good Sold,Expense,571.137
3530 | 2021,Jul,CC101,2000001,Staff Expenses,Expense,686.131
3531 | 2021,Jul,CC101,2000002,Technology Expenses,Expense,411.961
3532 | 2021,Jul,CC101,2000003,Property Expenses,Expense,473.81
3533 | 2021,Jul,CC101,2000005,Purchases,Expense,477.814
3534 | 2021,Jul,CC101,3000000,Cash at Bank,Asset,173.637
3535 | 2021,Jul,CC101,3000001,Inventory,Asset,674.185
3536 | 2021,Jul,CC101,3000002,Accounts Receivable,Asset,125.916
3537 | 2021,Jul,CC101,4000001,Accounts Payable,Liability,1014
3538 | 2021,Jul,CC102,1000000,Product Sales,Revenue,749.744
3539 | 2021,Jul,CC102,1000001,Licensing Revenue,Revenue,912.145
3540 | 2021,Jul,CC102,1000002,Service Revenue,Revenue,579.752
3541 | 2021,Jul,CC102,1000004,Fee Revenue,Revenue,856.032
3542 | 2021,Jul,CC102,2000000,Cost of Good Sold,Expense,553.699
3543 | 2021,Jul,CC102,2000001,Staff Expenses,Expense,229.572
3544 | 2021,Jul,CC102,2000002,Technology Expenses,Expense,204.992
3545 | 2021,Jul,CC102,2000003,Property Expenses,Expense,293.4
3546 | 2021,Jul,CC102,2000005,Purchases,Expense,493.033
3547 | 2021,Jul,CC102,3000000,Cash at Bank,Asset,320.69
3548 | 2021,Jul,CC102,3000001,Inventory,Asset,731.57
3549 | 2021,Jul,CC102,3000002,Accounts Receivable,Asset,1028.282
3550 | 2021,Jul,CC102,4000001,Accounts Payable,Liability,-1016
3551 | 2021,Jul,CC200,1000000,Product Sales,Revenue,879.327
3552 | 2021,Jul,CC200,1000001,Licensing Revenue,Revenue,9.063
3553 | 2021,Jul,CC200,1000002,Service Revenue,Revenue,1185.413
3554 | 2021,Jul,CC200,1000004,Fee Revenue,Revenue,655.983
3555 | 2021,Jul,CC200,2000000,Cost of Good Sold,Expense,591.402
3556 | 2021,Jul,CC200,2000001,Staff Expenses,Expense,612.879
3557 | 2021,Jul,CC200,2000002,Technology Expenses,Expense,529.124
3558 | 2021,Jul,CC200,2000003,Property Expenses,Expense,644.921
3559 | 2021,Jul,CC200,2000005,Purchases,Expense,553.456
3560 | 2021,Jul,CC200,3000000,Cash at Bank,Asset,144.471
3561 | 2021,Jul,CC200,3000001,Inventory,Asset,779.331
3562 | 2021,Jul,CC200,3000002,Accounts Receivable,Asset,691.841
3563 | 2021,Jul,CC200,4000001,Accounts Payable,Liability,1020
3564 | 2021,Jul,CC201,1000000,Product Sales,Revenue,503.274
3565 | 2021,Jul,CC201,1000001,Licensing Revenue,Revenue,929.508
3566 | 2021,Jul,CC201,1000002,Service Revenue,Revenue,1066.005
3567 | 2021,Jul,CC201,1000004,Fee Revenue,Revenue,396.634
3568 | 2021,Jul,CC201,2000000,Cost of Good Sold,Expense,92.884
3569 | 2021,Jul,CC201,2000001,Staff Expenses,Expense,891.507
3570 | 2021,Jul,CC201,2000002,Technology Expenses,Expense,521.006
3571 | 2021,Jul,CC201,2000003,Property Expenses,Expense,551.703
3572 | 2021,Jul,CC201,2000005,Purchases,Expense,85.699
3573 | 2021,Jul,CC201,3000000,Cash at Bank,Asset,679.377
3574 | 2021,Jul,CC201,3000001,Inventory,Asset,763.978
3575 | 2021,Jul,CC201,3000002,Accounts Receivable,Asset,497.089
3576 | 2021,Jul,CC201,4000001,Accounts Payable,Liability,1018
3577 | 2021,Jul,CC202,1000000,Product Sales,Revenue,120.793
3578 | 2021,Jul,CC202,1000001,Licensing Revenue,Revenue,699.906
3579 | 2021,Jul,CC202,1000002,Service Revenue,Revenue,816.282
3580 | 2021,Jul,CC202,1000004,Fee Revenue,Revenue,518.182
3581 | 2021,Jul,CC202,2000000,Cost of Good Sold,Expense,281.709
3582 | 2021,Jul,CC202,2000001,Staff Expenses,Expense,595.466
3583 | 2021,Jul,CC202,2000002,Technology Expenses,Expense,347.13
3584 | 2021,Jul,CC202,2000003,Property Expenses,Expense,380.88
3585 | 2021,Jul,CC202,2000005,Purchases,Expense,152.307
3586 | 2021,Jul,CC202,3000000,Cash at Bank,Asset,-578.375
3587 | 2021,Jul,CC202,3000001,Inventory,Asset,781.648
3588 | 2021,Jul,CC202,3000002,Accounts Receivable,Asset,514.404
3589 | 2021,Jul,CC202,4000001,Accounts Payable,Liability,-1018
3590 | 2021,Jul,CC300,1000000,Product Sales,Revenue,419.732
3591 | 2021,Jul,CC300,1000001,Licensing Revenue,Revenue,766.223
3592 | 2021,Jul,CC300,1000002,Service Revenue,Revenue,426.155
3593 | 2021,Jul,CC300,1000004,Fee Revenue,Revenue,17.165
3594 | 2021,Jul,CC300,2000000,Cost of Good Sold,Expense,256.943
3595 | 2021,Jul,CC300,2000001,Staff Expenses,Expense,514.055
3596 | 2021,Jul,CC300,2000002,Technology Expenses,Expense,192.426
3597 | 2021,Jul,CC300,2000003,Property Expenses,Expense,205.015
3598 | 2021,Jul,CC300,2000005,Purchases,Expense,217.814
3599 | 2021,Jul,CC300,3000000,Cash at Bank,Asset,194.85
3600 | 2021,Jul,CC300,3000001,Inventory,Asset,895.315
3601 | 2021,Jul,CC300,3000002,Accounts Receivable,Asset,226.82
3602 | 2021,Jul,CC300,4000001,Accounts Payable,Liability,-816
3603 | 2021,Jul,CC301,1000000,Product Sales,Revenue,700.523
3604 | 2021,Jul,CC301,1000001,Licensing Revenue,Revenue,519.995
3605 | 2021,Jul,CC301,1000002,Service Revenue,Revenue,1843.612
3606 | 2021,Jul,CC301,1000004,Fee Revenue,Revenue,752.488
3607 | 2021,Jul,CC301,2000000,Cost of Good Sold,Expense,468.616
3608 | 2021,Jul,CC301,2000001,Staff Expenses,Expense,1031.743
3609 | 2021,Jul,CC301,2000002,Technology Expenses,Expense,725.805
3610 | 2021,Jul,CC301,2000003,Property Expenses,Expense,933.483
3611 | 2021,Jul,CC301,2000005,Purchases,Expense,423.253
3612 | 2021,Jul,CC301,3000000,Cash at Bank,Asset,436.802
3613 | 2021,Jul,CC301,3000001,Inventory,Asset,656.222
3614 | 2021,Jul,CC301,3000002,Accounts Receivable,Asset,773.866
3615 | 2021,Jul,CC301,4000001,Accounts Payable,Liability,0
3616 | 2021,Jul,CC302,1000000,Product Sales,Revenue,121.44
3617 | 2021,Jul,CC302,1000001,Licensing Revenue,Revenue,405.158
3618 | 2021,Jul,CC302,1000002,Service Revenue,Revenue,268.63
3619 | 2021,Jul,CC302,1000004,Fee Revenue,Revenue,551.722
3620 | 2021,Jul,CC302,2000000,Cost of Good Sold,Expense,94.669
3621 | 2021,Jul,CC302,2000001,Staff Expenses,Expense,39.721
3622 | 2021,Jul,CC302,2000002,Technology Expenses,Expense,22.288
3623 | 2021,Jul,CC302,2000003,Property Expenses,Expense,34.726
3624 | 2021,Jul,CC302,2000005,Purchases,Expense,86.224
3625 | 2021,Jul,CC302,3000000,Cash at Bank,Asset,-255.61
3626 | 2021,Jul,CC302,3000001,Inventory,Asset,816.914
3627 | 2021,Jul,CC302,3000002,Accounts Receivable,Asset,172.271
3628 | 2021,Jul,CC302,4000001,Accounts Payable,Liability,-1020
3629 | 2021,Aug,CC100,1000000,Product Sales,Revenue,212.003
3630 | 2021,Aug,CC100,1000001,Licensing Revenue,Revenue,465.115
3631 | 2021,Aug,CC100,1000002,Service Revenue,Revenue,892.032
3632 | 2021,Aug,CC100,1000004,Fee Revenue,Revenue,758.319
3633 | 2021,Aug,CC100,2000000,Cost of Good Sold,Expense,340.68
3634 | 2021,Aug,CC100,2000001,Staff Expenses,Expense,539.067
3635 | 2021,Aug,CC100,2000002,Technology Expenses,Expense,411.39
3636 | 2021,Aug,CC100,2000003,Property Expenses,Expense,343.057
3637 | 2021,Aug,CC100,2000005,Purchases,Expense,375.915
3638 | 2021,Aug,CC100,3000000,Cash at Bank,Asset,42.135
3639 | 2021,Aug,CC100,3000001,Inventory,Asset,767.986
3640 | 2021,Aug,CC100,3000002,Accounts Receivable,Asset,581.666
3641 | 2021,Aug,CC100,4000001,Accounts Payable,Liability,-200
3642 | 2021,Aug,CC101,1000000,Product Sales,Revenue,257.704
3643 | 2021,Aug,CC101,1000001,Licensing Revenue,Revenue,171.858
3644 | 2021,Aug,CC101,1000002,Service Revenue,Revenue,839.339
3645 | 2021,Aug,CC101,1000004,Fee Revenue,Revenue,721.775
3646 | 2021,Aug,CC101,2000000,Cost of Good Sold,Expense,373.129
3647 | 2021,Aug,CC101,2000001,Staff Expenses,Expense,571.182
3648 | 2021,Aug,CC101,2000002,Technology Expenses,Expense,348.768
3649 | 2021,Aug,CC101,2000003,Property Expenses,Expense,411.399
3650 | 2021,Aug,CC101,2000005,Purchases,Expense,283.877
3651 | 2021,Aug,CC101,3000000,Cash at Bank,Asset,504.474
3652 | 2021,Aug,CC101,3000001,Inventory,Asset,675.292
3653 | 2021,Aug,CC101,3000002,Accounts Receivable,Asset,269.68
3654 | 2021,Aug,CC101,4000001,Accounts Payable,Liability,194
3655 | 2021,Aug,CC102,1000000,Product Sales,Revenue,653.639
3656 | 2021,Aug,CC102,1000001,Licensing Revenue,Revenue,134.732
3657 | 2021,Aug,CC102,1000002,Service Revenue,Revenue,396.592
3658 | 2021,Aug,CC102,1000004,Fee Revenue,Revenue,837.433
3659 | 2021,Aug,CC102,2000000,Cost of Good Sold,Expense,325.152
3660 | 2021,Aug,CC102,2000001,Staff Expenses,Expense,275.837
3661 | 2021,Aug,CC102,2000002,Technology Expenses,Expense,220.114
3662 | 2021,Aug,CC102,2000003,Property Expenses,Expense,348.157
3663 | 2021,Aug,CC102,2000005,Purchases,Expense,241.603
3664 | 2021,Aug,CC102,3000000,Cash at Bank,Asset,-531.57
3665 | 2021,Aug,CC102,3000001,Inventory,Asset,688.854
3666 | 2021,Aug,CC102,3000002,Accounts Receivable,Asset,235.356
3667 | 2021,Aug,CC102,4000001,Accounts Payable,Liability,-1018
3668 | 2021,Aug,CC200,1000000,Product Sales,Revenue,1136.842
3669 | 2021,Aug,CC200,1000001,Licensing Revenue,Revenue,126.97
3670 | 2021,Aug,CC200,1000002,Service Revenue,Revenue,461.975
3671 | 2021,Aug,CC200,1000004,Fee Revenue,Revenue,931.82
3672 | 2021,Aug,CC200,2000000,Cost of Good Sold,Expense,880.416
3673 | 2021,Aug,CC200,2000001,Staff Expenses,Expense,337.835
3674 | 2021,Aug,CC200,2000002,Technology Expenses,Expense,316.052
3675 | 2021,Aug,CC200,2000003,Property Expenses,Expense,253.114
3676 | 2021,Aug,CC200,2000005,Purchases,Expense,705.073
3677 | 2021,Aug,CC200,3000000,Cash at Bank,Asset,-1002.98
3678 | 2021,Aug,CC200,3000001,Inventory,Asset,644.09
3679 | 2021,Aug,CC200,3000002,Accounts Receivable,Asset,229.167
3680 | 2021,Aug,CC200,4000001,Accounts Payable,Liability,-812
3681 | 2021,Aug,CC201,1000000,Product Sales,Revenue,1194.063
3682 | 2021,Aug,CC201,1000001,Licensing Revenue,Revenue,325.492
3683 | 2021,Aug,CC201,1000002,Service Revenue,Revenue,1321.919
3684 | 2021,Aug,CC201,1000004,Fee Revenue,Revenue,821.415
3685 | 2021,Aug,CC201,2000000,Cost of Good Sold,Expense,920.532
3686 | 2021,Aug,CC201,2000001,Staff Expenses,Expense,879.247
3687 | 2021,Aug,CC201,2000002,Technology Expenses,Expense,595.277
3688 | 2021,Aug,CC201,2000003,Property Expenses,Expense,671.19
3689 | 2021,Aug,CC201,2000005,Purchases,Expense,702.349
3690 | 2021,Aug,CC201,3000000,Cash at Bank,Asset,140.282
3691 | 2021,Aug,CC201,3000001,Inventory,Asset,682.481
3692 | 2021,Aug,CC201,3000002,Accounts Receivable,Asset,852.07
3693 | 2021,Aug,CC201,4000001,Accounts Payable,Liability,814
3694 | 2021,Aug,CC202,1000000,Product Sales,Revenue,826.135
3695 | 2021,Aug,CC202,1000001,Licensing Revenue,Revenue,439.856
3696 | 2021,Aug,CC202,1000002,Service Revenue,Revenue,848.745
3697 | 2021,Aug,CC202,1000004,Fee Revenue,Revenue,901.018
3698 | 2021,Aug,CC202,2000000,Cost of Good Sold,Expense,810.828
3699 | 2021,Aug,CC202,2000001,Staff Expenses,Expense,618.127
3700 | 2021,Aug,CC202,2000002,Technology Expenses,Expense,335.352
3701 | 2021,Aug,CC202,2000003,Property Expenses,Expense,485.244
3702 | 2021,Aug,CC202,2000005,Purchases,Expense,597.444
3703 | 2021,Aug,CC202,3000000,Cash at Bank,Asset,-753.685
3704 | 2021,Aug,CC202,3000001,Inventory,Asset,704.35
3705 | 2021,Aug,CC202,3000002,Accounts Receivable,Asset,685.267
3706 | 2021,Aug,CC202,4000001,Accounts Payable,Liability,-816
3707 | 2021,Aug,CC300,1000000,Product Sales,Revenue,640.485
3708 | 2021,Aug,CC300,1000001,Licensing Revenue,Revenue,349.049
3709 | 2021,Aug,CC300,1000002,Service Revenue,Revenue,1089.274
3710 | 2021,Aug,CC300,1000004,Fee Revenue,Revenue,968.671
3711 | 2021,Aug,CC300,2000000,Cost of Good Sold,Expense,449.734
3712 | 2021,Aug,CC300,2000001,Staff Expenses,Expense,724.874
3713 | 2021,Aug,CC300,2000002,Technology Expenses,Expense,450.828
3714 | 2021,Aug,CC300,2000003,Property Expenses,Expense,666.431
3715 | 2021,Aug,CC300,2000005,Purchases,Expense,387.785
3716 | 2021,Aug,CC300,3000000,Cash at Bank,Asset,671.672
3717 | 2021,Aug,CC300,3000001,Inventory,Asset,832.465
3718 | 2021,Aug,CC300,3000002,Accounts Receivable,Asset,1040.423
3719 | 2021,Aug,CC300,4000001,Accounts Payable,Liability,-4
3720 | 2021,Aug,CC301,1000000,Product Sales,Revenue,548.44
3721 | 2021,Aug,CC301,1000001,Licensing Revenue,Revenue,205.373
3722 | 2021,Aug,CC301,1000002,Service Revenue,Revenue,945.22
3723 | 2021,Aug,CC301,1000004,Fee Revenue,Revenue,285.679
3724 | 2021,Aug,CC301,2000000,Cost of Good Sold,Expense,214.538
3725 | 2021,Aug,CC301,2000001,Staff Expenses,Expense,512.054
3726 | 2021,Aug,CC301,2000002,Technology Expenses,Expense,372.403
3727 | 2021,Aug,CC301,2000003,Property Expenses,Expense,477.316
3728 | 2021,Aug,CC301,2000005,Purchases,Expense,354.042
3729 | 2021,Aug,CC301,3000000,Cash at Bank,Asset,420.722
3730 | 2021,Aug,CC301,3000001,Inventory,Asset,641.421
3731 | 2021,Aug,CC301,3000002,Accounts Receivable,Asset,303.033
3732 | 2021,Aug,CC301,4000001,Accounts Payable,Liability,194
3733 | 2021,Aug,CC302,1000000,Product Sales,Revenue,317.214
3734 | 2021,Aug,CC302,1000001,Licensing Revenue,Revenue,453.24
3735 | 2021,Aug,CC302,1000002,Service Revenue,Revenue,460.948
3736 | 2021,Aug,CC302,1000004,Fee Revenue,Revenue,459.456
3737 | 2021,Aug,CC302,2000000,Cost of Good Sold,Expense,73.53
3738 | 2021,Aug,CC302,2000001,Staff Expenses,Expense,271.453
3739 | 2021,Aug,CC302,2000002,Technology Expenses,Expense,262.911
3740 | 2021,Aug,CC302,2000003,Property Expenses,Expense,277.334
3741 | 2021,Aug,CC302,2000005,Purchases,Expense,66.917
3742 | 2021,Aug,CC302,3000000,Cash at Bank,Asset,-771.376
3743 | 2021,Aug,CC302,3000001,Inventory,Asset,803.94
3744 | 2021,Aug,CC302,3000002,Accounts Receivable,Asset,206.724
3745 | 2021,Aug,CC302,4000001,Accounts Payable,Liability,-1020
3746 | 2021,Sep,CC100,1000000,Product Sales,Revenue,888.427
3747 | 2021,Sep,CC100,1000001,Licensing Revenue,Revenue,158.161
3748 | 2021,Sep,CC100,1000002,Service Revenue,Revenue,617.479
3749 | 2021,Sep,CC100,1000004,Fee Revenue,Revenue,670.077
3750 | 2021,Sep,CC100,2000000,Cost of Good Sold,Expense,599.13
3751 | 2021,Sep,CC100,2000001,Staff Expenses,Expense,412.516
3752 | 2021,Sep,CC100,2000002,Technology Expenses,Expense,321.169
3753 | 2021,Sep,CC100,2000003,Property Expenses,Expense,337.596
3754 | 2021,Sep,CC100,2000005,Purchases,Expense,562.717
3755 | 2021,Sep,CC100,3000000,Cash at Bank,Asset,-721.596
3756 | 2021,Sep,CC100,3000001,Inventory,Asset,686.097
3757 | 2021,Sep,CC100,3000002,Accounts Receivable,Asset,223.692
3758 | 2021,Sep,CC100,4000001,Accounts Payable,Liability,-602
3759 | 2021,Sep,CC101,1000000,Product Sales,Revenue,622.416
3760 | 2021,Sep,CC101,1000001,Licensing Revenue,Revenue,146.961
3761 | 2021,Sep,CC101,1000002,Service Revenue,Revenue,553.965
3762 | 2021,Sep,CC101,1000004,Fee Revenue,Revenue,418.79
3763 | 2021,Sep,CC101,2000000,Cost of Good Sold,Expense,476.819
3764 | 2021,Sep,CC101,2000001,Staff Expenses,Expense,478.226
3765 | 2021,Sep,CC101,2000002,Technology Expenses,Expense,287.544
3766 | 2021,Sep,CC101,2000003,Property Expenses,Expense,341.052
3767 | 2021,Sep,CC101,2000005,Purchases,Expense,355.821
3768 | 2021,Sep,CC101,3000000,Cash at Bank,Asset,744.717
3769 | 2021,Sep,CC101,3000001,Inventory,Asset,641.034
3770 | 2021,Sep,CC101,3000002,Accounts Receivable,Asset,160.509
3771 | 2021,Sep,CC101,4000001,Accounts Payable,Liability,810
3772 | 2021,Sep,CC102,1000000,Product Sales,Revenue,1087.882
3773 | 2021,Sep,CC102,1000001,Licensing Revenue,Revenue,196.953
3774 | 2021,Sep,CC102,1000002,Service Revenue,Revenue,1865.532
3775 | 2021,Sep,CC102,1000004,Fee Revenue,Revenue,756.825
3776 | 2021,Sep,CC102,2000000,Cost of Good Sold,Expense,713.623
3777 | 2021,Sep,CC102,2000001,Staff Expenses,Expense,963.417
3778 | 2021,Sep,CC102,2000002,Technology Expenses,Expense,733.962
3779 | 2021,Sep,CC102,2000003,Property Expenses,Expense,1007.585
3780 | 2021,Sep,CC102,2000005,Purchases,Expense,654.063
3781 | 2021,Sep,CC102,3000000,Cash at Bank,Asset,87.725
3782 | 2021,Sep,CC102,3000001,Inventory,Asset,629.268
3783 | 2021,Sep,CC102,3000002,Accounts Receivable,Asset,817.04
3784 | 2021,Sep,CC102,4000001,Accounts Payable,Liability,600
3785 | 2021,Sep,CC200,1000000,Product Sales,Revenue,992.987
3786 | 2021,Sep,CC200,1000001,Licensing Revenue,Revenue,73.527
3787 | 2021,Sep,CC200,1000002,Service Revenue,Revenue,238.542
3788 | 2021,Sep,CC200,1000004,Fee Revenue,Revenue,746.367
3789 | 2021,Sep,CC200,2000000,Cost of Good Sold,Expense,681.079
3790 | 2021,Sep,CC200,2000001,Staff Expenses,Expense,333.889
3791 | 2021,Sep,CC200,2000002,Technology Expenses,Expense,175.476
3792 | 2021,Sep,CC200,2000003,Property Expenses,Expense,476.086
3793 | 2021,Sep,CC200,2000005,Purchases,Expense,627.889
3794 | 2021,Sep,CC200,3000000,Cash at Bank,Asset,-206.299
3795 | 2021,Sep,CC200,3000001,Inventory,Asset,615.141
3796 | 2021,Sep,CC200,3000002,Accounts Receivable,Asset,538.363
3797 | 2021,Sep,CC200,4000001,Accounts Payable,Liability,-592
3798 | 2021,Sep,CC201,1000000,Product Sales,Revenue,1370.767
3799 | 2021,Sep,CC201,1000001,Licensing Revenue,Revenue,146.921
3800 | 2021,Sep,CC201,1000002,Service Revenue,Revenue,1701.681
3801 | 2021,Sep,CC201,1000004,Fee Revenue,Revenue,567.46
3802 | 2021,Sep,CC201,2000000,Cost of Good Sold,Expense,566.122
3803 | 2021,Sep,CC201,2000001,Staff Expenses,Expense,1108.641
3804 | 2021,Sep,CC201,2000002,Technology Expenses,Expense,790.29
3805 | 2021,Sep,CC201,2000003,Property Expenses,Expense,894.35
3806 | 2021,Sep,CC201,2000005,Purchases,Expense,322.561
3807 | 2021,Sep,CC201,3000000,Cash at Bank,Asset,-9.883
3808 | 2021,Sep,CC201,3000001,Inventory,Asset,645.512
3809 | 2021,Sep,CC201,3000002,Accounts Receivable,Asset,1056.062
3810 | 2021,Sep,CC201,4000001,Accounts Payable,Liability,614
3811 | 2021,Sep,CC202,1000000,Product Sales,Revenue,1196.708
3812 | 2021,Sep,CC202,1000001,Licensing Revenue,Revenue,173.562
3813 | 2021,Sep,CC202,1000002,Service Revenue,Revenue,891.307
3814 | 2021,Sep,CC202,1000004,Fee Revenue,Revenue,176.93
3815 | 2021,Sep,CC202,2000000,Cost of Good Sold,Expense,721.135
3816 | 2021,Sep,CC202,2000001,Staff Expenses,Expense,584.699
3817 | 2021,Sep,CC202,2000002,Technology Expenses,Expense,404.59
3818 | 2021,Sep,CC202,2000003,Property Expenses,Expense,481.185
3819 | 2021,Sep,CC202,2000005,Purchases,Expense,619.279
3820 | 2021,Sep,CC202,3000000,Cash at Bank,Asset,125.438
3821 | 2021,Sep,CC202,3000001,Inventory,Asset,642.861
3822 | 2021,Sep,CC202,3000002,Accounts Receivable,Asset,224.608
3823 | 2021,Sep,CC202,4000001,Accounts Payable,Liability,1016
3824 | 2021,Sep,CC300,1000000,Product Sales,Revenue,34.593
3825 | 2021,Sep,CC300,1000001,Licensing Revenue,Revenue,142.286
3826 | 2021,Sep,CC300,1000002,Service Revenue,Revenue,294.066
3827 | 2021,Sep,CC300,1000004,Fee Revenue,Revenue,21.081
3828 | 2021,Sep,CC300,2000000,Cost of Good Sold,Expense,87.019
3829 | 2021,Sep,CC300,2000001,Staff Expenses,Expense,166.234
3830 | 2021,Sep,CC300,2000002,Technology Expenses,Expense,259.819
3831 | 2021,Sep,CC300,2000003,Property Expenses,Expense,37.829
3832 | 2021,Sep,CC300,2000005,Purchases,Expense,54.454
3833 | 2021,Sep,CC300,3000000,Cash at Bank,Asset,-584.277
3834 | 2021,Sep,CC300,3000001,Inventory,Asset,828.501
3835 | 2021,Sep,CC300,3000002,Accounts Receivable,Asset,208.727
3836 | 2021,Sep,CC300,4000001,Accounts Payable,Liability,-1018
3837 | 2021,Sep,CC301,1000000,Product Sales,Revenue,979.334
3838 | 2021,Sep,CC301,1000001,Licensing Revenue,Revenue,109.734
3839 | 2021,Sep,CC301,1000002,Service Revenue,Revenue,740.372
3840 | 2021,Sep,CC301,1000004,Fee Revenue,Revenue,463.671
3841 | 2021,Sep,CC301,2000000,Cost of Good Sold,Expense,633.564
3842 | 2021,Sep,CC301,2000001,Staff Expenses,Expense,791.796
3843 | 2021,Sep,CC301,2000002,Technology Expenses,Expense,363.427
3844 | 2021,Sep,CC301,2000003,Property Expenses,Expense,424.008
3845 | 2021,Sep,CC301,2000005,Purchases,Expense,541.632
3846 | 2021,Sep,CC301,3000000,Cash at Bank,Asset,318.641
3847 | 2021,Sep,CC301,3000001,Inventory,Asset,595.802
3848 | 2021,Sep,CC301,3000002,Accounts Receivable,Asset,284.366
3849 | 2021,Sep,CC301,4000001,Accounts Payable,Liability,810
3850 | 2021,Sep,CC302,1000000,Product Sales,Revenue,871.171
3851 | 2021,Sep,CC302,1000001,Licensing Revenue,Revenue,247.606
3852 | 2021,Sep,CC302,1000002,Service Revenue,Revenue,630.491
3853 | 2021,Sep,CC302,1000004,Fee Revenue,Revenue,318.933
3854 | 2021,Sep,CC302,2000000,Cost of Good Sold,Expense,577.498
3855 | 2021,Sep,CC302,2000001,Staff Expenses,Expense,393.035
3856 | 2021,Sep,CC302,2000002,Technology Expenses,Expense,381.305
3857 | 2021,Sep,CC302,2000003,Property Expenses,Expense,392.059
3858 | 2021,Sep,CC302,2000005,Purchases,Expense,562.849
3859 | 2021,Sep,CC302,3000000,Cash at Bank,Asset,405.932
3860 | 2021,Sep,CC302,3000001,Inventory,Asset,717.056
3861 | 2021,Sep,CC302,3000002,Accounts Receivable,Asset,221.173
3862 | 2021,Sep,CC302,4000001,Accounts Payable,Liability,392
3863 | 2021,Oct,CC100,1000000,Product Sales,Revenue,444.018
3864 | 2021,Oct,CC100,1000001,Licensing Revenue,Revenue,32.45
3865 | 2021,Oct,CC100,1000002,Service Revenue,Revenue,841.604
3866 | 2021,Oct,CC100,1000004,Fee Revenue,Revenue,571.089
3867 | 2021,Oct,CC100,2000000,Cost of Good Sold,Expense,279.079
3868 | 2021,Oct,CC100,2000001,Staff Expenses,Expense,593.629
3869 | 2021,Oct,CC100,2000002,Technology Expenses,Expense,339.857
3870 | 2021,Oct,CC100,2000003,Property Expenses,Expense,447.065
3871 | 2021,Oct,CC100,2000005,Purchases,Expense,221.217
3872 | 2021,Oct,CC100,3000000,Cash at Bank,Asset,71.951
3873 | 2021,Oct,CC100,3000001,Inventory,Asset,685.447
3874 | 2021,Oct,CC100,3000002,Accounts Receivable,Asset,473.708
3875 | 2021,Oct,CC100,4000001,Accounts Payable,Liability,1018
3876 | 2021,Oct,CC101,1000000,Product Sales,Revenue,380.713
3877 | 2021,Oct,CC101,1000001,Licensing Revenue,Revenue,18.148
3878 | 2021,Oct,CC101,1000002,Service Revenue,Revenue,1264.408
3879 | 2021,Oct,CC101,1000004,Fee Revenue,Revenue,1010.491
3880 | 2021,Oct,CC101,2000000,Cost of Good Sold,Expense,180.756
3881 | 2021,Oct,CC101,2000001,Staff Expenses,Expense,760.683
3882 | 2021,Oct,CC101,2000002,Technology Expenses,Expense,519.345
3883 | 2021,Oct,CC101,2000003,Property Expenses,Expense,570.994
3884 | 2021,Oct,CC101,2000005,Purchases,Expense,206.629
3885 | 2021,Oct,CC101,3000000,Cash at Bank,Asset,922
3886 | 2021,Oct,CC101,3000001,Inventory,Asset,628.412
3887 | 2021,Oct,CC101,3000002,Accounts Receivable,Asset,389.589
3888 | 2021,Oct,CC101,4000001,Accounts Payable,Liability,1014
3889 | 2021,Oct,CC102,1000000,Product Sales,Revenue,779.881
3890 | 2021,Oct,CC102,1000001,Licensing Revenue,Revenue,88.153
3891 | 2021,Oct,CC102,1000002,Service Revenue,Revenue,428.814
3892 | 2021,Oct,CC102,1000004,Fee Revenue,Revenue,539.612
3893 | 2021,Oct,CC102,2000000,Cost of Good Sold,Expense,497.915
3894 | 2021,Oct,CC102,2000001,Staff Expenses,Expense,248.554
3895 | 2021,Oct,CC102,2000002,Technology Expenses,Expense,132.256
3896 | 2021,Oct,CC102,2000003,Property Expenses,Expense,208.498
3897 | 2021,Oct,CC102,2000005,Purchases,Expense,488.514
3898 | 2021,Oct,CC102,3000000,Cash at Bank,Asset,-769.75
3899 | 2021,Oct,CC102,3000001,Inventory,Asset,583.188
3900 | 2021,Oct,CC102,3000002,Accounts Receivable,Asset,400.015
3901 | 2021,Oct,CC102,4000001,Accounts Payable,Liability,-806
3902 | 2021,Oct,CC200,1000000,Product Sales,Revenue,1347.34
3903 | 2021,Oct,CC200,1000001,Licensing Revenue,Revenue,64.986
3904 | 2021,Oct,CC200,1000002,Service Revenue,Revenue,632.632
3905 | 2021,Oct,CC200,1000004,Fee Revenue,Revenue,539.215
3906 | 2021,Oct,CC200,2000000,Cost of Good Sold,Expense,847.604
3907 | 2021,Oct,CC200,2000001,Staff Expenses,Expense,346.64
3908 | 2021,Oct,CC200,2000002,Technology Expenses,Expense,218.141
3909 | 2021,Oct,CC200,2000003,Property Expenses,Expense,270.697
3910 | 2021,Oct,CC200,2000005,Purchases,Expense,719.555
3911 | 2021,Oct,CC200,3000000,Cash at Bank,Asset,320.94
3912 | 2021,Oct,CC200,3000001,Inventory,Asset,509.194
3913 | 2021,Oct,CC200,3000002,Accounts Receivable,Asset,579.588
3914 | 2021,Oct,CC200,4000001,Accounts Payable,Liability,1020
3915 | 2021,Oct,CC201,1000000,Product Sales,Revenue,1149.462
3916 | 2021,Oct,CC201,1000001,Licensing Revenue,Revenue,156.561
3917 | 2021,Oct,CC201,1000002,Service Revenue,Revenue,985.573
3918 | 2021,Oct,CC201,1000004,Fee Revenue,Revenue,354.169
3919 | 2021,Oct,CC201,2000000,Cost of Good Sold,Expense,834.724
3920 | 2021,Oct,CC201,2000001,Staff Expenses,Expense,633.534
3921 | 2021,Oct,CC201,2000002,Technology Expenses,Expense,411.178
3922 | 2021,Oct,CC201,2000003,Property Expenses,Expense,510.127
3923 | 2021,Oct,CC201,2000005,Purchases,Expense,727.605
3924 | 2021,Oct,CC201,3000000,Cash at Bank,Asset,-432.55
3925 | 2021,Oct,CC201,3000001,Inventory,Asset,571.666
3926 | 2021,Oct,CC201,3000002,Accounts Receivable,Asset,498.349
3927 | 2021,Oct,CC201,4000001,Accounts Payable,Liability,1016
3928 | 2021,Oct,CC202,1000000,Product Sales,Revenue,1624.846
3929 | 2021,Oct,CC202,1000001,Licensing Revenue,Revenue,43.498
3930 | 2021,Oct,CC202,1000002,Service Revenue,Revenue,1170.745
3931 | 2021,Oct,CC202,1000004,Fee Revenue,Revenue,612.78
3932 | 2021,Oct,CC202,2000000,Cost of Good Sold,Expense,1130.267
3933 | 2021,Oct,CC202,2000001,Staff Expenses,Expense,759.578
3934 | 2021,Oct,CC202,2000002,Technology Expenses,Expense,443.698
3935 | 2021,Oct,CC202,2000003,Property Expenses,Expense,651.983
3936 | 2021,Oct,CC202,2000005,Purchases,Expense,1048.881
3937 | 2021,Oct,CC202,3000000,Cash at Bank,Asset,-281.308
3938 | 2021,Oct,CC202,3000001,Inventory,Asset,576.984
3939 | 2021,Oct,CC202,3000002,Accounts Receivable,Asset,25.378
3940 | 2021,Oct,CC202,4000001,Accounts Payable,Liability,812
3941 | 2021,Oct,CC300,1000000,Product Sales,Revenue,740.597
3942 | 2021,Oct,CC300,1000001,Licensing Revenue,Revenue,233.402
3943 | 2021,Oct,CC300,1000002,Service Revenue,Revenue,763.26
3944 | 2021,Oct,CC300,1000004,Fee Revenue,Revenue,1020.987
3945 | 2021,Oct,CC300,2000000,Cost of Good Sold,Expense,486.378
3946 | 2021,Oct,CC300,2000001,Staff Expenses,Expense,486.206
3947 | 2021,Oct,CC300,2000002,Technology Expenses,Expense,211.951
3948 | 2021,Oct,CC300,2000003,Property Expenses,Expense,273.338
3949 | 2021,Oct,CC300,2000005,Purchases,Expense,438.389
3950 | 2021,Oct,CC300,3000000,Cash at Bank,Asset,-538.772
3951 | 2021,Oct,CC300,3000001,Inventory,Asset,767.195
3952 | 2021,Oct,CC300,3000002,Accounts Receivable,Asset,589.853
3953 | 2021,Oct,CC300,4000001,Accounts Payable,Liability,-200
3954 | 2021,Oct,CC301,1000000,Product Sales,Revenue,905.134
3955 | 2021,Oct,CC301,1000001,Licensing Revenue,Revenue,308.818
3956 | 2021,Oct,CC301,1000002,Service Revenue,Revenue,1963.166
3957 | 2021,Oct,CC301,1000004,Fee Revenue,Revenue,606.5
3958 | 2021,Oct,CC301,2000000,Cost of Good Sold,Expense,466.157
3959 | 2021,Oct,CC301,2000001,Staff Expenses,Expense,1090.42
3960 | 2021,Oct,CC301,2000002,Technology Expenses,Expense,716.467
3961 | 2021,Oct,CC301,2000003,Property Expenses,Expense,695.146
3962 | 2021,Oct,CC301,2000005,Purchases,Expense,466.101
3963 | 2021,Oct,CC301,3000000,Cash at Bank,Asset,-119.467
3964 | 2021,Oct,CC301,3000001,Inventory,Asset,556.936
3965 | 2021,Oct,CC301,3000002,Accounts Receivable,Asset,650.167
3966 | 2021,Oct,CC301,4000001,Accounts Payable,Liability,812
3967 | 2021,Oct,CC302,1000000,Product Sales,Revenue,228.74
3968 | 2021,Oct,CC302,1000001,Licensing Revenue,Revenue,14.57
3969 | 2021,Oct,CC302,1000002,Service Revenue,Revenue,116.265
3970 | 2021,Oct,CC302,1000004,Fee Revenue,Revenue,295.361
3971 | 2021,Oct,CC302,2000000,Cost of Good Sold,Expense,16.236
3972 | 2021,Oct,CC302,2000001,Staff Expenses,Expense,53.044
3973 | 2021,Oct,CC302,2000002,Technology Expenses,Expense,104.007
3974 | 2021,Oct,CC302,2000003,Property Expenses,Expense,41.2
3975 | 2021,Oct,CC302,2000005,Purchases,Expense,14.791
3976 | 2021,Oct,CC302,3000000,Cash at Bank,Asset,-763.968
3977 | 2021,Oct,CC302,3000001,Inventory,Asset,681.269
3978 | 2021,Oct,CC302,3000002,Accounts Receivable,Asset,175.705
3979 | 2021,Oct,CC302,4000001,Accounts Payable,Liability,-616
3980 | 2021,Nov,CC100,1000000,Product Sales,Revenue,1583.034
3981 | 2021,Nov,CC100,1000001,Licensing Revenue,Revenue,500.218
3982 | 2021,Nov,CC100,1000002,Service Revenue,Revenue,628.729
3983 | 2021,Nov,CC100,1000004,Fee Revenue,Revenue,246.505
3984 | 2021,Nov,CC100,2000000,Cost of Good Sold,Expense,1001.005
3985 | 2021,Nov,CC100,2000001,Staff Expenses,Expense,336.334
3986 | 2021,Nov,CC100,2000002,Technology Expenses,Expense,393.792
3987 | 2021,Nov,CC100,2000003,Property Expenses,Expense,615.258
3988 | 2021,Nov,CC100,2000005,Purchases,Expense,976.723
3989 | 2021,Nov,CC100,3000000,Cash at Bank,Asset,329.232
3990 | 2021,Nov,CC100,3000001,Inventory,Asset,566.268
3991 | 2021,Nov,CC100,3000002,Accounts Receivable,Asset,375.386
3992 | 2021,Nov,CC100,4000001,Accounts Payable,Liability,816
3993 | 2021,Nov,CC101,1000000,Product Sales,Revenue,942.847
3994 | 2021,Nov,CC101,1000001,Licensing Revenue,Revenue,758.617
3995 | 2021,Nov,CC101,1000002,Service Revenue,Revenue,1418.17
3996 | 2021,Nov,CC101,1000004,Fee Revenue,Revenue,930.804
3997 | 2021,Nov,CC101,2000000,Cost of Good Sold,Expense,662.386
3998 | 2021,Nov,CC101,2000001,Staff Expenses,Expense,573.867
3999 | 2021,Nov,CC101,2000002,Technology Expenses,Expense,613.016
4000 | 2021,Nov,CC101,2000003,Property Expenses,Expense,727.25
4001 | 2021,Nov,CC101,2000005,Purchases,Expense,704.155
4002 | 2021,Nov,CC101,3000000,Cash at Bank,Asset,587.969
4003 | 2021,Nov,CC101,3000001,Inventory,Asset,543.123
4004 | 2021,Nov,CC101,3000002,Accounts Receivable,Asset,62.245
4005 | 2021,Nov,CC101,4000001,Accounts Payable,Liability,-814
4006 | 2021,Nov,CC102,1000000,Product Sales,Revenue,935.716
4007 | 2021,Nov,CC102,1000001,Licensing Revenue,Revenue,891.658
4008 | 2021,Nov,CC102,1000002,Service Revenue,Revenue,692.866
4009 | 2021,Nov,CC102,1000004,Fee Revenue,Revenue,505.366
4010 | 2021,Nov,CC102,2000000,Cost of Good Sold,Expense,619.413
4011 | 2021,Nov,CC102,2000001,Staff Expenses,Expense,493.124
4012 | 2021,Nov,CC102,2000002,Technology Expenses,Expense,400.181
4013 | 2021,Nov,CC102,2000003,Property Expenses,Expense,425.333
4014 | 2021,Nov,CC102,2000005,Purchases,Expense,524.944
4015 | 2021,Nov,CC102,3000000,Cash at Bank,Asset,58.113
4016 | 2021,Nov,CC102,3000001,Inventory,Asset,512.974
4017 | 2021,Nov,CC102,3000002,Accounts Receivable,Asset,156.98
4018 | 2021,Nov,CC102,4000001,Accounts Payable,Liability,-606
4019 | 2021,Nov,CC200,1000000,Product Sales,Revenue,552.008
4020 | 2021,Nov,CC200,1000001,Licensing Revenue,Revenue,517.312
4021 | 2021,Nov,CC200,1000002,Service Revenue,Revenue,583.791
4022 | 2021,Nov,CC200,1000004,Fee Revenue,Revenue,648.824
4023 | 2021,Nov,CC200,2000000,Cost of Good Sold,Expense,253.752
4024 | 2021,Nov,CC200,2000001,Staff Expenses,Expense,324.165
4025 | 2021,Nov,CC200,2000002,Technology Expenses,Expense,379.558
4026 | 2021,Nov,CC200,2000003,Property Expenses,Expense,199.373
4027 | 2021,Nov,CC200,2000005,Purchases,Expense,231.704
4028 | 2021,Nov,CC200,3000000,Cash at Bank,Asset,58.745
4029 | 2021,Nov,CC200,3000001,Inventory,Asset,479.693
4030 | 2021,Nov,CC200,3000002,Accounts Receivable,Asset,336.868
4031 | 2021,Nov,CC200,4000001,Accounts Payable,Liability,-396
4032 | 2021,Nov,CC201,1000000,Product Sales,Revenue,1559.552
4033 | 2021,Nov,CC201,1000001,Licensing Revenue,Revenue,543.221
4034 | 2021,Nov,CC201,1000002,Service Revenue,Revenue,645.095
4035 | 2021,Nov,CC201,1000004,Fee Revenue,Revenue,578.017
4036 | 2021,Nov,CC201,2000000,Cost of Good Sold,Expense,834.15
4037 | 2021,Nov,CC201,2000001,Staff Expenses,Expense,398.174
4038 | 2021,Nov,CC201,2000002,Technology Expenses,Expense,369.903
4039 | 2021,Nov,CC201,2000003,Property Expenses,Expense,334.124
4040 | 2021,Nov,CC201,2000005,Purchases,Expense,942.219
4041 | 2021,Nov,CC201,3000000,Cash at Bank,Asset,913.075
4042 | 2021,Nov,CC201,3000001,Inventory,Asset,491.642
4043 | 2021,Nov,CC201,3000002,Accounts Receivable,Asset,717.238
4044 | 2021,Nov,CC201,4000001,Accounts Payable,Liability,1020
4045 | 2021,Nov,CC202,1000000,Product Sales,Revenue,1286.191
4046 | 2021,Nov,CC202,1000001,Licensing Revenue,Revenue,665.37
4047 | 2021,Nov,CC202,1000002,Service Revenue,Revenue,839.379
4048 | 2021,Nov,CC202,1000004,Fee Revenue,Revenue,796.201
4049 | 2021,Nov,CC202,2000000,Cost of Good Sold,Expense,1000.425
4050 | 2021,Nov,CC202,2000001,Staff Expenses,Expense,542.724
4051 | 2021,Nov,CC202,2000002,Technology Expenses,Expense,429.193
4052 | 2021,Nov,CC202,2000003,Property Expenses,Expense,514.924
4053 | 2021,Nov,CC202,2000005,Purchases,Expense,815.568
4054 | 2021,Nov,CC202,3000000,Cash at Bank,Asset,640.899
4055 | 2021,Nov,CC202,3000001,Inventory,Asset,414.208
4056 | 2021,Nov,CC202,3000002,Accounts Receivable,Asset,315.969
4057 | 2021,Nov,CC202,4000001,Accounts Payable,Liability,602
4058 | 2021,Nov,CC300,1000000,Product Sales,Revenue,1387.007
4059 | 2021,Nov,CC300,1000001,Licensing Revenue,Revenue,608.741
4060 | 2021,Nov,CC300,1000002,Service Revenue,Revenue,1311.699
4061 | 2021,Nov,CC300,1000004,Fee Revenue,Revenue,246.325
4062 | 2021,Nov,CC300,2000000,Cost of Good Sold,Expense,1007.411
4063 | 2021,Nov,CC300,2000001,Staff Expenses,Expense,908.124
4064 | 2021,Nov,CC300,2000002,Technology Expenses,Expense,552.395
4065 | 2021,Nov,CC300,2000003,Property Expenses,Expense,731.826
4066 | 2021,Nov,CC300,2000005,Purchases,Expense,882.186
4067 | 2021,Nov,CC300,3000000,Cash at Bank,Asset,115.235
4068 | 2021,Nov,CC300,3000001,Inventory,Asset,666.492
4069 | 2021,Nov,CC300,3000002,Accounts Receivable,Asset,476.124
4070 | 2021,Nov,CC300,4000001,Accounts Payable,Liability,204
4071 | 2021,Nov,CC301,1000000,Product Sales,Revenue,1312.119
4072 | 2021,Nov,CC301,1000001,Licensing Revenue,Revenue,669.217
4073 | 2021,Nov,CC301,1000002,Service Revenue,Revenue,1622.286
4074 | 2021,Nov,CC301,1000004,Fee Revenue,Revenue,760.051
4075 | 2021,Nov,CC301,2000000,Cost of Good Sold,Expense,968.358
4076 | 2021,Nov,CC301,2000001,Staff Expenses,Expense,605.664
4077 | 2021,Nov,CC301,2000002,Technology Expenses,Expense,690.238
4078 | 2021,Nov,CC301,2000003,Property Expenses,Expense,774.841
4079 | 2021,Nov,CC301,2000005,Purchases,Expense,826.154
4080 | 2021,Nov,CC301,3000000,Cash at Bank,Asset,652.403
4081 | 2021,Nov,CC301,3000001,Inventory,Asset,455.925
4082 | 2021,Nov,CC301,3000002,Accounts Receivable,Asset,410.843
4083 | 2021,Nov,CC301,4000001,Accounts Payable,Liability,198
4084 | 2021,Nov,CC302,1000000,Product Sales,Revenue,687.536
4085 | 2021,Nov,CC302,1000001,Licensing Revenue,Revenue,1032.472
4086 | 2021,Nov,CC302,1000002,Service Revenue,Revenue,403.908
4087 | 2021,Nov,CC302,1000004,Fee Revenue,Revenue,249.655
4088 | 2021,Nov,CC302,2000000,Cost of Good Sold,Expense,453.777
4089 | 2021,Nov,CC302,2000001,Staff Expenses,Expense,177.512
4090 | 2021,Nov,CC302,2000002,Technology Expenses,Expense,164.396
4091 | 2021,Nov,CC302,2000003,Property Expenses,Expense,261.491
4092 | 2021,Nov,CC302,2000005,Purchases,Expense,359.189
4093 | 2021,Nov,CC302,3000000,Cash at Bank,Asset,-479.672
4094 | 2021,Nov,CC302,3000001,Inventory,Asset,651.428
4095 | 2021,Nov,CC302,3000002,Accounts Receivable,Asset,174.467
4096 | 2021,Nov,CC302,4000001,Accounts Payable,Liability,-1020
4097 | 2021,Dec,CC100,1000000,Product Sales,Revenue,1307.721
4098 | 2021,Dec,CC100,1000001,Licensing Revenue,Revenue,732.892
4099 | 2021,Dec,CC100,1000002,Service Revenue,Revenue,1099.056
4100 | 2021,Dec,CC100,1000004,Fee Revenue,Revenue,446.788
4101 | 2021,Dec,CC100,2000000,Cost of Good Sold,Expense,847.453
4102 | 2021,Dec,CC100,2000001,Staff Expenses,Expense,621.02
4103 | 2021,Dec,CC100,2000002,Technology Expenses,Expense,468.48
4104 | 2021,Dec,CC100,2000003,Property Expenses,Expense,508.339
4105 | 2021,Dec,CC100,2000005,Purchases,Expense,785.485
4106 | 2021,Dec,CC100,3000000,Cash at Bank,Asset,583.706
4107 | 2021,Dec,CC100,3000001,Inventory,Asset,518.166
4108 | 2021,Dec,CC100,3000002,Accounts Receivable,Asset,625.402
4109 | 2021,Dec,CC100,4000001,Accounts Payable,Liability,1012
4110 | 2021,Dec,CC101,1000000,Product Sales,Revenue,629.833
4111 | 2021,Dec,CC101,1000001,Licensing Revenue,Revenue,1051.526
4112 | 2021,Dec,CC101,1000002,Service Revenue,Revenue,944.6
4113 | 2021,Dec,CC101,1000004,Fee Revenue,Revenue,616.73
4114 | 2021,Dec,CC101,2000000,Cost of Good Sold,Expense,214.31
4115 | 2021,Dec,CC101,2000001,Staff Expenses,Expense,685.43
4116 | 2021,Dec,CC101,2000002,Technology Expenses,Expense,388.286
4117 | 2021,Dec,CC101,2000003,Property Expenses,Expense,561.518
4118 | 2021,Dec,CC101,2000005,Purchases,Expense,419.381
4119 | 2021,Dec,CC101,3000000,Cash at Bank,Asset,-185.612
4120 | 2021,Dec,CC101,3000001,Inventory,Asset,562.584
4121 | 2021,Dec,CC101,3000002,Accounts Receivable,Asset,347.333
4122 | 2021,Dec,CC101,4000001,Accounts Payable,Liability,-606
4123 | 2021,Dec,CC102,1000000,Product Sales,Revenue,1076.596
4124 | 2021,Dec,CC102,1000001,Licensing Revenue,Revenue,574.787
4125 | 2021,Dec,CC102,1000002,Service Revenue,Revenue,680.851
4126 | 2021,Dec,CC102,1000004,Fee Revenue,Revenue,544.066
4127 | 2021,Dec,CC102,2000000,Cost of Good Sold,Expense,667.849
4128 | 2021,Dec,CC102,2000001,Staff Expenses,Expense,505.659
4129 | 2021,Dec,CC102,2000002,Technology Expenses,Expense,335.72
4130 | 2021,Dec,CC102,2000003,Property Expenses,Expense,407.222
4131 | 2021,Dec,CC102,2000005,Purchases,Expense,674.606
4132 | 2021,Dec,CC102,3000000,Cash at Bank,Asset,384.508
4133 | 2021,Dec,CC102,3000001,Inventory,Asset,459.798
4134 | 2021,Dec,CC102,3000002,Accounts Receivable,Asset,365.081
4135 | 2021,Dec,CC102,4000001,Accounts Payable,Liability,604
4136 | 2021,Dec,CC200,1000000,Product Sales,Revenue,1580.006
4137 | 2021,Dec,CC200,1000001,Licensing Revenue,Revenue,2072.738
4138 | 2021,Dec,CC200,1000002,Service Revenue,Revenue,213.588
4139 | 2021,Dec,CC200,1000004,Fee Revenue,Revenue,295.699
4140 | 2021,Dec,CC200,2000000,Cost of Good Sold,Expense,522.515
4141 | 2021,Dec,CC200,2000001,Staff Expenses,Expense,208.676
4142 | 2021,Dec,CC200,2000002,Technology Expenses,Expense,209.287
4143 | 2021,Dec,CC200,2000003,Property Expenses,Expense,113.923
4144 | 2021,Dec,CC200,2000005,Purchases,Expense,758.269
4145 | 2021,Dec,CC200,3000000,Cash at Bank,Asset,498.236
4146 | 2021,Dec,CC200,3000001,Inventory,Asset,400.892
4147 | 2021,Dec,CC200,3000002,Accounts Receivable,Asset,269.763
4148 | 2021,Dec,CC200,4000001,Accounts Payable,Liability,-810
4149 | 2021,Dec,CC201,1000000,Product Sales,Revenue,1250.305
4150 | 2021,Dec,CC201,1000001,Licensing Revenue,Revenue,777.557
4151 | 2021,Dec,CC201,1000002,Service Revenue,Revenue,977.115
4152 | 2021,Dec,CC201,1000004,Fee Revenue,Revenue,71.652
4153 | 2021,Dec,CC201,2000000,Cost of Good Sold,Expense,775.096
4154 | 2021,Dec,CC201,2000001,Staff Expenses,Expense,707.635
4155 | 2021,Dec,CC201,2000002,Technology Expenses,Expense,489.082
4156 | 2021,Dec,CC201,2000003,Property Expenses,Expense,629.767
4157 | 2021,Dec,CC201,2000005,Purchases,Expense,735.035
4158 | 2021,Dec,CC201,3000000,Cash at Bank,Asset,413.616
4159 | 2021,Dec,CC201,3000001,Inventory,Asset,444.412
4160 | 2021,Dec,CC201,3000002,Accounts Receivable,Asset,474.79
4161 | 2021,Dec,CC201,4000001,Accounts Payable,Liability,804
4162 | 2021,Dec,CC202,1000000,Product Sales,Revenue,1865.443
4163 | 2021,Dec,CC202,1000001,Licensing Revenue,Revenue,2148.688
4164 | 2021,Dec,CC202,1000002,Service Revenue,Revenue,817.948
4165 | 2021,Dec,CC202,1000004,Fee Revenue,Revenue,877.062
4166 | 2021,Dec,CC202,2000000,Cost of Good Sold,Expense,1312.765
4167 | 2021,Dec,CC202,2000001,Staff Expenses,Expense,534.699
4168 | 2021,Dec,CC202,2000002,Technology Expenses,Expense,376.916
4169 | 2021,Dec,CC202,2000003,Property Expenses,Expense,410.72
4170 | 2021,Dec,CC202,2000005,Purchases,Expense,1144.154
4171 | 2021,Dec,CC202,3000000,Cash at Bank,Asset,375.657
4172 | 2021,Dec,CC202,3000001,Inventory,Asset,294.621
4173 | 2021,Dec,CC202,3000002,Accounts Receivable,Asset,346.971
4174 | 2021,Dec,CC202,4000001,Accounts Payable,Liability,-1018
4175 | 2021,Dec,CC300,1000000,Product Sales,Revenue,1557.473
4176 | 2021,Dec,CC300,1000001,Licensing Revenue,Revenue,1169.628
4177 | 2021,Dec,CC300,1000002,Service Revenue,Revenue,974.811
4178 | 2021,Dec,CC300,1000004,Fee Revenue,Revenue,335.26
4179 | 2021,Dec,CC300,2000000,Cost of Good Sold,Expense,1065.646
4180 | 2021,Dec,CC300,2000001,Staff Expenses,Expense,656.389
4181 | 2021,Dec,CC300,2000002,Technology Expenses,Expense,402.455
4182 | 2021,Dec,CC300,2000003,Property Expenses,Expense,510.299
4183 | 2021,Dec,CC300,2000005,Purchases,Expense,962.089
4184 | 2021,Dec,CC300,3000000,Cash at Bank,Asset,-492.546
4185 | 2021,Dec,CC300,3000001,Inventory,Asset,612.25
4186 | 2021,Dec,CC300,3000002,Accounts Receivable,Asset,647.375
4187 | 2021,Dec,CC300,4000001,Accounts Payable,Liability,-1020
4188 | 2021,Dec,CC301,1000000,Product Sales,Revenue,1248.39
4189 | 2021,Dec,CC301,1000001,Licensing Revenue,Revenue,1150.804
4190 | 2021,Dec,CC301,1000002,Service Revenue,Revenue,611.537
4191 | 2021,Dec,CC301,1000004,Fee Revenue,Revenue,366.22
4192 | 2021,Dec,CC301,2000000,Cost of Good Sold,Expense,792.35
4193 | 2021,Dec,CC301,2000001,Staff Expenses,Expense,575.733
4194 | 2021,Dec,CC301,2000002,Technology Expenses,Expense,327.478
4195 | 2021,Dec,CC301,2000003,Property Expenses,Expense,317.952
4196 | 2021,Dec,CC301,2000005,Purchases,Expense,779.854
4197 | 2021,Dec,CC301,3000000,Cash at Bank,Asset,-579.986
4198 | 2021,Dec,CC301,3000001,Inventory,Asset,377.243
4199 | 2021,Dec,CC301,3000002,Accounts Receivable,Asset,298.671
4200 | 2021,Dec,CC301,4000001,Accounts Payable,Liability,-612
4201 | 2021,Dec,CC302,1000000,Product Sales,Revenue,1227.251
4202 | 2021,Dec,CC302,1000001,Licensing Revenue,Revenue,1236.642
4203 | 2021,Dec,CC302,1000002,Service Revenue,Revenue,961.226
4204 | 2021,Dec,CC302,1000004,Fee Revenue,Revenue,1020.545
4205 | 2021,Dec,CC302,2000000,Cost of Good Sold,Expense,680.683
4206 | 2021,Dec,CC302,2000001,Staff Expenses,Expense,701.367
4207 | 2021,Dec,CC302,2000002,Technology Expenses,Expense,427.631
4208 | 2021,Dec,CC302,2000003,Property Expenses,Expense,540.06
4209 | 2021,Dec,CC302,2000005,Purchases,Expense,698.121
4210 | 2021,Dec,CC302,3000000,Cash at Bank,Asset,-282.056
4211 | 2021,Dec,CC302,3000001,Inventory,Asset,537.478
4212 | 2021,Dec,CC302,3000002,Accounts Receivable,Asset,1152.68
4213 | 2021,Dec,CC302,4000001,Accounts Payable,Liability,-1020


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